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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
401 | 21 | 52,894 |
High School
|
Service
| 4 |
Single
|
Young_Professional
| 1 | 1 | 0 |
Midwest
| 0.786176 | 5 | 1 | 0.2 | 3 | 1.517928 | 0.292018 | 0 | 0.145049 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 3 | 31 | 6.633529 | 36,925 | 591 | 463,562 | 55 | 3 | 3.077582 |
2024-05-10
| 118 | 1 |
Child_Birth
| 162 | 5 | 2 | 2 | 3.508784 | 125.515074 | 0.864551 | 2.969262 | 5.070017 | 6.328778 | 0.967216 | 0.761594 | 0.787236 | 1.008946 | 0.930828 | 1.436455 | 0 | 0 | 1 | 1 |
Medium
| 1 | 8 | 2 | 4 | 0 | 0 | 2 |
402 | 36 | 77,033 |
Bachelor
|
Retired
| 1 |
Married
|
Established_Family
| 0 | 2 | 0 |
Southeast
| 1.304404 | 5 | 1 | 0.2 | 1 | 1.006567 | 0.287694 | 1 | 0.551214 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 2 | 2 | 0.262455 | 0 | 612 | 0 | 0 | 0 | 4.024649 |
2024-04-01
| 69 | 72 |
Job_Change
| 154 | 4 | 2 | 5.035253 | 3.18589 | 110.747414 | 0.482208 | 5.972103 | 3.297425 | 5.262157 | 0.090718 | 0.761594 | 0.814447 | 0.726832 | 0.427038 | 0.055781 | 1 | 0 | 0 | 1 |
Medium
| 0 | 6 | 1 | 1 | 2 | 2 | 2 |
403 | 45 | 25,000 |
Bachelor
|
Professional
| 2 |
Divorced
|
Established_Family
| 1 | 1 | 0 |
Southeast
| 1.137987 | 2 | 0 | 0 | 3 | 6.650669 | 0.360667 | 1 | 0.558436 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0.170983 | 13,361 | 678 | 396,384 | 26 | 1 | 5.772541 |
2024-05-03
| 436 | 39 |
Job_Change
| 21 | 5 | 2 | 5.19584 | 2.467326 | 115.496643 | 0.555078 | 2.265379 | 3.480141 | 8.050732 | 0.272532 | 0.379949 | 0.732993 | 0.384353 | 0.74376 | 1.074725 | 0 | 1 | 1 | 0 |
Medium
| 0 | 5 | 0 | 1 | 2 | 2 | 2 |
404 | 45 | 148,537 |
High School
|
Professional
| 4 |
Single
|
Established_Family
| 1 | 1 | 0 |
West
| 1.061094 | 6 | 0 | 0 | 1 | 2.472273 | 0.231915 | 5 | 0.38597 | 2 | 1 | 1 | 1 | 1 | 0 | 0 | 3 | 25 | 6.789925 | 5,000 | 651 | 258,332 | 66 | 3 | 8.032528 |
2024-10-24
| 27 | 2 | null | 999 | 10 | 4 | 5.033962 | 1.927273 | 80.604479 | 0.579579 | 1.569876 | 3.15578 | 6.259171 | 0.935507 | 0.833655 | 0.861973 | 0.176794 | 1.047028 | 2 | 0 | 0 | 0 | 0 |
Medium
| 1 | 5 | 2 | 1 | 4 | 4 | 2 |
405 | 38 | 58,994 |
Bachelor
|
Healthcare
| 3 |
Married
|
Family_Formation
| 1 | 4 | 0 |
Southwest
| 1.159537 | 1 | 0 | 0 | 6 | 1.712627 | 0.079112 | 0 | 0.366054 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 3 | 10 | 10.686838 | 51,133 | 793 | 290,352 | 14 | 2 | 2.957823 |
2024-05-22
| 66 | 21 | null | 999 | 5 | 2 | 5.444124 | 3.320205 | 115.223357 | 0.590446 | 6.454636 | 8.545452 | 8.184907 | 0.496585 | 0.197375 | 0.795136 | 1.263668 | 0.956777 | 0.858174 | 0 | 1 | 0 | 1 |
Medium
| 0 | 2 | 1 | 2 | 3 | 4 | 2 |
406 | 54 | 64,852 |
Bachelor
|
Sales
| 1 |
Married
|
Established_Family
| 0 | 1 | 0 |
Southeast
| 1.21925 | 2 | 0 | 0 | 3 | 2.624042 | 0.49003 | 0 | 0.420173 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 75 | 10.416949 | 0 | 693 | 0 | 0 | 0 | 7.133048 |
2024-03-07
| 405 | 17 |
Child_Birth
| 148 | 3 | 1 | 2.691213 | 2.201905 | 103.630657 | 0.408378 | 3.456151 | 8.882059 | 4.377968 | 0.567414 | 0.379949 | 0.801988 | 0.287075 | 0.495599 | 0.827971 | 1 | 0 | 0 | 1 |
Medium
| 0 | 7 | 1 | 1 | 2 | 0 | 2 |
407 | 28 | 46,243 |
High School
|
Production
| 4 |
Married
|
Family_Formation
| 1 | 2 | 0 |
Midwest
| 1.380477 | 3 | 0 | 0 | 4 | 5.263501 | 0.413408 | 0 | 0.558963 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 131 | 10.49501 | 0 | 816 | 100,000 | 11 | 3 | 8.108032 |
2024-03-21
| 53 | 12 | null | 999 | 3 | 1 | 2.732077 | 2.134719 | 94.60162 | 0.666864 | 1 | 6.913922 | 5.775707 | 0.67032 | 0.53705 | 0.777509 | 0.542481 | 1.038856 | 1.681882 | 1 | 0 | 1 | 1 |
Medium
| 1 | 4 | 1 | 2 | 0 | 4 | 2 |
408 | 42 | 49,590 |
Bachelor
|
Retired
| 5 |
Divorced
|
Established_Family
| 1 | 4 | 0 |
Northeast
| 1.187147 | 1 | 0 | 0 | 2 | 6.162014 | 0.255298 | 2 | 0.464928 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 2 | 159 | 5.461158 | 27,504 | 702 | 174,349 | 19 | 4 | 6.262822 |
2024-06-28
| 142 | 11 | null | 999 | 6 | 2 | 4.436814 | 3.124669 | 107.482941 | 0.198079 | 5.331852 | 3.036094 | 3.992691 | 0.693041 | 0.197375 | 0.782567 | 0.873881 | 1.036173 | 2 | 0 | 1 | 0 | 0 |
Medium
| 0 | 6 | 0 | 1 | 1 | 4 | 2 |
409 | 46 | 44,847 |
Bachelor
|
Transportation
| 3 |
Married
|
Established_Family
| 1 | 1 | 1 |
Southeast
| 1.401933 | 0 | 0 | 0 | 3 | 1.888144 | 0.337734 | 1 | 0.250706 | 2 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 162 | 6.331385 | 0 | 753 | 120,638 | 23 | 2 | 8.298032 |
2024-05-19
| 48 | 21 | null | 999 | 5 | 2 | 4.270625 | 2.273608 | 102.839121 | 0.530638 | 4.582278 | 5.049188 | 6.922476 | 0.496585 | 0 | 0.775291 | 0.429156 | 0.684076 | 1.816928 | 1 | 0 | 1 | 1 |
Medium
| 0 | 9 | 1 | 1 | 2 | 4 | 2 |
410 | 52 | 90,280 |
High School
|
Education
| 4 |
Married
|
Established_Family
| 1 | 1 | 1 |
Northeast
| 1.114134 | 4 | 1 | 0.25 | 1 | 0.810422 | 0.30799 | 2 | 0.606602 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 2 | 11 | 1.605363 | 19,060 | 860 | 320,853 | 18 | 3 | 6.263697 |
2024-01-31
| 62 | 22 |
Marriage
| 41 | 1 | 1 | 4.14488 | 4.754509 | 104.555625 | 0.416761 | 5.390905 | 7.065995 | 5.476422 | 0.480305 | 0.664037 | 0.825933 | 0.085924 | 0.791223 | 1.676155 | 0 | 0 | 1 | 1 |
Medium
| 1 | 0 | 1 | 1 | 1 | 3 | 2 |
411 | 55 | 48,788 |
Bachelor
|
Professional
| 2 |
Married
|
Empty_Nester
| 0 | 2 | 0 |
West
| 1.04041 | 3 | 0 | 0 | 2 | 3.50069 | 0.411786 | 0 | 0.297067 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 8 | 9.683835 | 0 | 739 | 0 | 0 | 1 | 8.763166 |
2024-06-18
| 241 | 4 | null | 999 | 6 | 2 | 4.950739 | 2.956418 | 106.178778 | 0.35973 | 3.6974 | 5.278853 | 7.080453 | 0.875173 | 0.53705 | 0.781387 | 0.880192 | 0.333614 | 1.534583 | 1 | 0 | 1 | 1 |
Medium
| 0 | 5 | 1 | 0 | 4 | 4 | 2 |
412 | 28 | 77,670 |
PhD
|
Education
| 2 |
Married
|
Young_Professional
| 1 | 3 | 1 |
Southwest
| 0.900489 | 4 | 0 | 0 | 0 | 4.437316 | 0.354024 | 0 | 0.443003 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 2 | 5.948257 | 0 | 809 | 893,229 | 2 | 1 | 3.794707 |
2024-03-30
| 314 | 72 |
Marriage
| 8 | 3 | 1 | 5.389693 | 3.398977 | 102.553287 | 0.295566 | 8.297714 | 6.783865 | 7.886881 | 0.090718 | 0.664037 | 0.815043 | 1.081947 | 1.004256 | 0.684281 | 1 | 1 | 0 | 1 |
Medium
| 3 | 0 | 1 | 4 | 3 | 3 | 2 |
413 | 21 | 37,785 |
Master
|
Sales
| 2 |
Married
|
Young_Professional
| 0 | 1 | 0 |
Southeast
| 1.00738 | 2 | 0 | 0 | 3 | 2.029498 | 0.202536 | 1 | 0.199667 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 55 | 8.176502 | 0 | 823 | 0 | 0 | 1 | 5.229108 |
2024-08-22
| 105 | 2 | null | 999 | 8 | 3 | 7.442182 | 3.656968 | 100.697236 | 0.619271 | 7.108735 | 4.399851 | 4.350871 | 0.935507 | 0.379949 | 0.762888 | 0.638849 | 0.113509 | 0.93434 | 1 | 0 | 1 | 0 |
Medium
| 2 | 7 | 1 | 4 | 2 | 4 | 2 |
414 | 64 | 55,126 |
Bachelor
|
Production
| 3 |
Divorced
|
Empty_Nester
| 1 | 0 | 0 |
Southeast
| 1.301073 | 2 | 1 | 0.5 | 4 | 0.943118 | 0.150631 | 1 | 0.509501 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 62 | 3.541287 | 0 | 850 | 279,105 | 97 | 2 | 5.642678 |
2024-02-12
| 447 | 10 | null | 999 | 2 | 1 | 3.111588 | 1.398817 | 105.38474 | 0.346025 | 8.7358 | 5.276437 | 5.825633 | 0.716531 | 0.379949 | 0.790227 | 0 | 1.175252 | 1.313951 | 0 | 1 | 1 | 0 |
Medium
| 0 | 4 | 0 | 0 | 2 | 4 | 2 |
415 | 49 | 30,261 |
Bachelor
|
Healthcare
| 5 |
Married
|
Established_Family
| 1 | 1 | 0 |
Southwest
| 1.347931 | 7 | 0 | 0 | 3 | 1.585823 | 0.348625 | 2 | 0.225076 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 122 | 8.77181 | 0 | 553 | 274,538 | 1 | 4 | 4.707293 |
2024-06-30
| 32 | 21 | null | 999 | 6 | 2 | 5.667173 | 3.284244 | 106.962351 | 0.365342 | 4.325339 | 3.165695 | 5.666069 | 0.496585 | 0.885352 | 0.746816 | 0.236939 | 0.977653 | 1.622737 | 1 | 1 | 1 | 1 |
High
| 0 | 2 | 1 | 1 | 3 | 4 | 0 |
416 | 33 | 101,713 |
High School
|
Production
| 4 |
Married
|
Established_Family
| 1 | 0 | 0 |
Northeast
| 0.84906 | 2 | 1 | 0.5 | 1 | 0.740634 | 0.590069 | 4 | 0.151307 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 118 | 11.054378 | 0 | 879 | 424,441 | 46 | 3 | 4.938835 |
2024-07-02
| 28 | 1 |
Retirement
| 365 | 7 | 3 | 6.235084 | 2.230707 | 103.242817 | 0.570112 | 6.884052 | 2.705196 | 5.939516 | 0.967216 | 0.379949 | 0.834563 | 0 | 0.934092 | 1.256545 | 0 | 1 | 1 | 0 |
High
| 1 | 4 | 1 | 1 | 1 | 5 | 0 |
417 | 68 | 29,725 |
High School
|
Retired
| 1 |
Single
|
Retirement
| 1 | 4 | 0 |
Northeast
| 1.047248 | 3 | 0 | 0 | 1 | 4.593852 | 0.073109 | 1 | 0.332065 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 1 | 5.319543 | 0 | 718 | 100,000 | 3 | 0 | 5.973787 |
2024-11-28
| 72 | 6 | null | 999 | 11 | 4 | 4.051134 | 3.242036 | 130 | 0.4885 | 4.172138 | 3.869236 | 4.765693 | 0.818731 | 0.53705 | 0.745523 | 1.489914 | 0.828546 | 0.904078 | 1 | 1 | 0 | 1 |
Medium
| 1 | 6 | 2 | 3 | 1 | 4 | 2 |
418 | 46 | 40,336 |
High School
|
Healthcare
| 3 |
Single
|
Established_Family
| 1 | 1 | 0 |
Midwest
| 1.113967 | 2 | 0 | 0 | 2 | 1.394059 | 0.302849 | 0 | 0.535767 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 18 | 10.726232 | 0 | 736 | 261,945 | 42 | 2 | 6.505151 |
2024-01-13
| 94 | 33 |
Child_Birth
| 66 | 1 | 1 | 5.301967 | 1.345768 | 103.539803 | 0.647748 | 7.369387 | 3.682036 | 6.885023 | 0.332871 | 0.379949 | 0.767617 | 0.402435 | 0.99962 | 1.318055 | 1 | 0 | 1 | 1 |
Medium
| 1 | 2 | 2 | 1 | 0 | 0 | 2 |
419 | 62 | 40,579 |
Master
|
Education
| 6 |
Married
|
Established_Family
| 0 | 0 | 0 |
Midwest
| 0.951979 | 5 | 0 | 0 | 0 | 0.466883 | 0.64688 | 1 | 0.368644 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 53 | 5.57335 | 0 | 788 | 0 | 0 | 5 | 5.689438 |
2024-09-06
| 204 | 4 |
Child_Birth
| 126 | 9 | 3 | 4.677472 | 2.512938 | 90.021644 | 0.485388 | 4.486019 | 5.110709 | 6.075008 | 0.875173 | 0.761594 | 0.768052 | 0 | 0.522374 | 2 | 0 | 0 | 1 | 1 |
Medium
| 2 | 0 | 1 | 1 | 0 | 0 | 2 |
420 | 46 | 39,641 |
PhD
|
Transportation
| 2 |
Single
|
Established_Family
| 1 | 2 | 1 |
Southwest
| 1.209647 | 3 | 1 | 0.333333 | 1 | 4.536431 | 0.353658 | 0 | 0.36201 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 40 | 10.723032 | 0 | 643 | 360,351 | 5 | 1 | 6.179378 |
2024-02-25
| 14 | 14 |
Job_Change
| 34 | 2 | 1 | 5.600391 | 2.260982 | 123.001431 | 0.65232 | 5.202018 | 6.261072 | 7.246084 | 0.627089 | 0.53705 | 0.766359 | 1.052488 | 0.407857 | 1.075807 | 1 | 1 | 0 | 1 |
Medium
| 3 | 9 | 2 | 1 | 3 | 2 | 2 |
421 | 75 | 75,621 |
Master
|
Sales
| 3 |
Single
|
Empty_Nester
| 1 | 2 | 0 |
Northeast
| 1.029322 | 3 | 0 | 0 | 4 | 4.982322 | 0.277497 | 2 | 0.323269 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 14 | 2.819109 | 0 | 866 | 322,411 | 70 | 2 | 2.765824 |
2024-04-15
| 257 | 4 |
Job_Change
| 267 | 4 | 2 | 6.544021 | 2.427503 | 93.597389 | 0.111214 | 8.741648 | 4.097593 | 5.982192 | 0.875173 | 0.53705 | 0.813108 | 1.029657 | 1.311415 | 0.7951 | 1 | 1 | 0 | 0 |
High
| 2 | 7 | 2 | 0 | 1 | 2 | 0 |
422 | 71 | 40,538 |
Bachelor
|
Professional
| 4 |
Married
|
Retirement
| 1 | 0 | 0 |
Southwest
| 1.250414 | 7 | 0 | 0 | 4 | 2.67411 | 0.234921 | 1 | 0.444074 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 | 9.649358 | 0 | 675 | 384,078 | 11 | 3 | 7.241199 |
2024-12-20
| 15 | 5 | null | 999 | 12 | 4 | 3.233987 | 2.864021 | 107.573934 | 0.905228 | 2.179679 | 5.804675 | 5.98911 | 0.846482 | 0.885352 | 0.767979 | 0 | 0.703846 | 1.790536 | 0 | 1 | 1 | 0 |
Medium
| 0 | 5 | 1 | 3 | 3 | 4 | 2 |
423 | 41 | 113,136 |
High School
|
Professional
| 4 |
Widowed
|
Established_Family
| 0 | 1 | 0 |
West
| 1.006814 | 2 | 0 | 0 | 4 | 1.691494 | 0.47058 | 3 | 0.394312 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 86 | 2.777102 | 0 | 752 | 0 | 0 | 3 | 5.290045 |
2024-04-11
| 145 | 55 | null | 999 | 4 | 2 | 9.417905 | 3.995266 | 106.052097 | 0.37919 | 3.021931 | 3.667995 | 6.236355 | 0.15988 | 0.379949 | 0.842267 | 0.348859 | 0.327781 | 1.643354 | 1 | 0 | 1 | 1 |
Medium
| 1 | 5 | 3 | 1 | 4 | 4 | 2 |
424 | 59 | 29,998 |
Bachelor
|
Professional
| 2 |
Married
|
Empty_Nester
| 1 | 1 | 0 |
Southwest
| 1.081017 | 1 | 0 | 0 | 6 | 1.266032 | 0.182578 | 2 | 0.370579 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 2.236398 | 0 | 900 | 183,934 | 42 | 1 | 2.783297 |
2024-11-12
| 24 | 61 |
Job_Change
| 73 | 11 | 4 | 3.661206 | 2.154005 | 124.102354 | 0.692003 | 8.270835 | 4.700537 | 7.366755 | 0.130898 | 0.197375 | 0.746184 | 0.693785 | 0.977883 | 0.741142 | 1 | 1 | 1 | 1 |
High
| 0 | 5 | 1 | 0 | 3 | 2 | 0 |
425 | 54 | 54,264 |
Bachelor
|
Retired
| 1 |
Married
|
Family_Formation
| 1 | 1 | 0 |
Midwest
| 1.085066 | 0 | 0 | 0 | 5 | 0.576486 | 0.33462 | 2 | 0.243859 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 2 | 87 | 11.081172 | 0 | 712 | 620,270 | 21 | 0 | 3.620136 |
2024-09-14
| 13 | 23 |
Job_Change
| 99 | 9 | 3 | 7.864657 | 4.409658 | 97.443179 | 0.431274 | 3.804907 | 4.494645 | 6.655694 | 0.464559 | 0 | 0.789087 | 0.023228 | 0.503288 | 0.584464 | 1 | 0 | 0 | 0 |
Medium
| 0 | 6 | 1 | 2 | 0 | 2 | 2 |
426 | 65 | 30,777 |
Bachelor
|
Service
| 3 |
Single
|
Established_Family
| 1 | 1 | 0 |
West
| 1.194538 | 3 | 1 | 0.333333 | 0 | 2.55552 | 0.359217 | 3 | 0.283339 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 14 | 8.172867 | 23,639 | 813 | 252,678 | 46 | 2 | 5.195364 |
2024-08-17
| 67 | 40 | null | 999 | 8 | 3 | 4.568862 | 4.227749 | 98.213203 | 0.720116 | 6.641836 | 7.823215 | 8.646339 | 0.263597 | 0.53705 | 0.74804 | 0.101918 | 0.908816 | 1.086799 | 0 | 1 | 1 | 0 |
Medium
| 0 | 8 | 2 | 1 | 4 | 4 | 2 |
427 | 30 | 63,106 |
Bachelor
|
Education
| 5 |
Single
|
Family_Formation
| 0 | 2 | 0 |
Southeast
| 1.832013 | 3 | 0 | 0 | 2 | 4.183158 | 0.477439 | 1 | 0.650528 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 | 8.865116 | 0 | 900 | 0 | 0 | 4 | 5.601353 |
2024-05-03
| 127 | 2 | null | 999 | 5 | 2 | 7.015405 | 3.04617 | 97.86716 | 0.658042 | 4.803887 | 4.524152 | 9.532517 | 0.935507 | 0.53705 | 0.800013 | 0.598981 | 0.563798 | 1.595964 | 1 | 0 | 1 | 1 |
Medium
| 0 | 0 | 2 | 2 | 2 | 4 | 2 |
428 | 55 | 48,553 |
Master
|
Transportation
| 2 |
Married
|
Empty_Nester
| 0 | 0 | 0 |
West
| 1.252991 | 0 | 0 | 0 | 0 | 6.313982 | 0.586237 | 2 | 0.460386 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 134 | 5.608095 | 0 | 796 | 0 | 0 | 1 | 1 |
2024-12-24
| 170 | 26 |
Retirement
| 206 | 12 | 4 | 6.830146 | 1.667064 | 111.299036 | 0.769344 | 3.066573 | 3.13941 | 8.898015 | 0.42035 | 0 | 0.781038 | 0.271429 | 0.310813 | 0.483482 | 0 | 0 | 0 | 0 |
Medium
| 2 | 9 | 1 | 0 | 4 | 5 | 2 |
429 | 60 | 44,665 |
Master
|
Transportation
| 2 |
Divorced
|
Family_Formation
| 0 | 1 | 0 |
West
| 1.191577 | 5 | 1 | 0.2 | 4 | 1.65223 | 0.116173 | 0 | 0.324636 | 1 | 2 | 0 | 0 | 1 | 0 | 0 | 1 | 46 | 7.947028 | 0 | 737 | 0 | 0 | 1 | 4.923994 |
2024-08-06
| 23 | 72 | null | 999 | 8 | 3 | 3.185603 | 2.90905 | 101.695981 | 0.890276 | 3.892152 | 4.148883 | 6.373281 | 0.090718 | 0.761594 | 0.774996 | 0 | 0.351124 | 1.500336 | 1 | 0 | 0 | 0 |
Medium
| 2 | 9 | 0 | 2 | 4 | 4 | 2 |
430 | 18 | 100,015 |
Bachelor
|
Transportation
| 4 |
Widowed
|
Family_Formation
| 1 | 2 | 0 |
Southeast
| 1.053459 | 4 | 1 | 0.25 | 2 | 0.984293 | 0.08832 | 1 | 0.438205 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 31 | 9.749344 | 0 | 782 | 241,065 | 8 | 3 | 6.880794 |
2024-09-28
| 111 | 44 | null | 999 | 9 | 3 | 6.750535 | 3.363315 | 97.256916 | 0.616913 | 5.050608 | 7.710118 | 5.593694 | 0.230693 | 0.664037 | 0.833345 | 0.921352 | 0.836012 | 1.369932 | 1 | 1 | 1 | 0 |
High
| 0 | 9 | 3 | 2 | 2 | 4 | 0 |
431 | 27 | 33,103 |
Master
|
Service
| 2 |
Married
|
Young_Professional
| 0 | 0 | 0 |
West
| 0.794823 | 3 | 0 | 0 | 4 | 2.87415 | 0.479026 | 1 | 0.520525 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 2 | 27 | 8.920387 | 13,939 | 538 | 0 | 0 | 1 | 7.222952 |
2024-01-20
| 350 | 174 |
Job_Change
| 75 | 1 | 1 | 7.3676 | 3.72654 | 94.8528 | 0.514633 | 4.20478 | 9.06654 | 7.340672 | 0.003028 | 0.53705 | 0.753313 | 0.264566 | 0.634651 | 0.615082 | 0 | 0 | 0 | 1 |
Medium
| 2 | 8 | 1 | 4 | 4 | 2 | 2 |
432 | 18 | 69,696 |
High School
|
Government
| 3 |
Single
|
Young_Professional
| 1 | 4 | 0 |
Southwest
| 1.600738 | 3 | 0 | 0 | 0 | 2.131811 | 0.347954 | 5 | 0.515791 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 1.481859 | 0 | 760 | 203,592 | 38 | 2 | 4.995864 |
2024-03-08
| 71 | 114 |
Job_Change
| 11 | 3 | 1 | 5.267477 | 3.603239 | 101.165904 | 0.388582 | 5.487664 | 3.287583 | 7.347326 | 0.022371 | 0.53705 | 0.807202 | 1.676352 | 1.478753 | 1.321869 | 1 | 1 | 1 | 0 |
High
| 1 | 1 | 2 | 4 | 3 | 2 | 0 |
433 | 40 | 30,903 |
Bachelor
|
Retired
| 2 |
Married
|
Established_Family
| 1 | 1 | 0 |
Southwest
| 1.231314 | 5 | 0 | 0 | 6 | 2.097349 | 0.350236 | 2 | 0.504821 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 3 | 23 | 5.626175 | 39,764 | 701 | 347,124 | 60 | 1 | 8.046796 |
2024-03-25
| 715 | 7 | null | 999 | 3 | 1 | 8.58515 | 3.610753 | 70 | 0.55259 | 5.032653 | 3.43976 | 8.364317 | 0.79189 | 0.761594 | 0.748336 | 0 | 1.008389 | 0.977672 | 0 | 1 | 0 | 0 |
Medium
| 0 | 6 | 1 | 1 | 3 | 4 | 2 |
434 | 55 | 52,449 |
High School
|
Education
| 2 |
Married
|
Established_Family
| 0 | 3 | 0 |
West
| 1.013575 | 4 | 0 | 0 | 3 | 3.225822 | 0.049714 | 0 | 0.208643 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 2 | 4 | 7.683858 | 0 | 741 | 0 | 0 | 1 | 2.843254 |
2024-02-24
| 199 | 8 | null | 999 | 2 | 1 | 6.060266 | 1.784881 | 130 | 0.320187 | 6.16846 | 6.047899 | 7.948661 | 0.765928 | 0.664037 | 0.786624 | 0.698236 | 0.409392 | 0.522916 | 1 | 0 | 0 | 1 |
Medium
| 1 | 0 | 1 | 1 | 4 | 4 | 2 |
435 | 67 | 25,000 |
High School
|
Government
| 1 |
Divorced
|
Established_Family
| 1 | 0 | 0 |
Midwest
| 0.48071 | 2 | 0 | 0 | 1 | 4.137645 | 0.210657 | 1 | 0.159293 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 17 | 11.852352 | 0 | 636 | 100,000 | 2 | 0 | 5.395334 |
2024-09-27
| 251 | 44 | null | 999 | 9 | 3 | 7.128316 | 3.677575 | 112.925657 | 0.293384 | 3.587425 | 6.399988 | 4.134238 | 0.230693 | 0.379949 | 0.732993 | 0.396125 | 0.638077 | 0.639075 | 0 | 1 | 0 | 1 |
Medium
| 1 | 1 | 0 | 1 | 0 | 4 | 2 |
436 | 46 | 32,941 |
High School
|
Professional
| 1 |
Married
|
Family_Formation
| 0 | 1 | 0 |
Northeast
| 1.660201 | 2 | 0 | 0 | 1 | 1.154443 | 0.253628 | 3 | 0.203962 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 6 | 5.351249 | 44,807 | 813 | 0 | 0 | 0 | 6.639059 |
2024-01-28
| 351 | 34 | null | 999 | 1 | 1 | 3.269888 | 3.354295 | 130 | 0.52499 | 4.294506 | 7.445234 | 3.387339 | 0.321958 | 0.379949 | 0.752958 | 0.501426 | 0.559195 | 1.120783 | 0 | 0 | 0 | 0 |
Low
| 1 | 5 | 1 | 2 | 1 | 4 | 1 |
437 | 69 | 46,663 |
High School
|
Professional
| 4 |
Married
|
Retirement
| 1 | 2 | 0 |
West
| 1.116046 | 3 | 0 | 0 | 3 | 5.915213 | 0.199213 | 0 | 0.334732 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 2 | 25 | 9.072792 | 0 | 830 | 186,423 | 8 | 3 | 2.493234 |
2024-06-18
| 173 | 18 | null | 999 | 6 | 2 | 4.707347 | 1.921828 | 80.674338 | 0.493958 | 2.430697 | 7.263978 | 7.347249 | 0.548812 | 0.53705 | 0.778164 | 0.941074 | 0.625883 | 1.477169 | 1 | 0 | 1 | 1 |
Medium
| 1 | 5 | 1 | 3 | 4 | 4 | 2 |
438 | 24 | 145,624 |
PhD
|
Transportation
| 1 |
Married
|
Young_Professional
| 1 | 1 | 1 |
Southwest
| 1.296642 | 2 | 1 | 0.5 | 4 | 4.726826 | 0.166203 | 1 | 0.340418 | 0 | 3 | 0 | 1 | 1 | 1 | 0 | 3 | 6 | 5.542714 | 0 | 811 | 146,743 | 26 | 0 | 6.090119 |
2024-11-23
| 134 | 24 | null | 999 | 11 | 4 | 4.096918 | 2.039361 | 116.286361 | 0.504085 | 5.142438 | 1.134326 | 6.491638 | 0.449329 | 0.379949 | 0.860539 | 1.00284 | 1.118684 | 0.468991 | 1 | 0 | 0 | 1 |
Medium
| 3 | 9 | 1 | 4 | 3 | 4 | 2 |
439 | 19 | 52,077 |
Bachelor
|
Healthcare
| 1 |
Married
|
Young_Professional
| 1 | 2 | 0 |
Midwest
| 0.939521 | 1 | 0 | 0 | 2 | 1.872061 | 0.369006 | 2 | 0.289999 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 3 | 72 | 3.375792 | 28,990 | 596 | 220,367 | 4 | 0 | 6.345814 |
2024-06-10
| 158 | 42 |
Home_Purchase
| 18 | 6 | 2 | 6.352866 | 2.179371 | 80.860079 | 0.932232 | 6.632839 | 4.675333 | 10 | 0.246597 | 0.197375 | 0.786109 | 1.104762 | 0.896296 | 0.731524 | 0 | 0 | 0 | 0 |
Medium
| 0 | 2 | 1 | 4 | 0 | 1 | 2 |
440 | 44 | 132,296 |
Master
|
Service
| 2 |
Married
|
Established_Family
| 1 | 2 | 0 |
West
| 1.191213 | 2 | 1 | 0.5 | 4 | 1.550132 | 0.423101 | 2 | 0.369206 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 84 | 10.124961 | 0 | 608 | 165,641 | 15 | 1 | 2.44184 |
2024-02-28
| 87 | 24 |
Child_Birth
| 7 | 2 | 1 | 8.143117 | 1.28505 | 100.389174 | 0.735835 | 7.241504 | 6.248641 | 5.581649 | 0.449329 | 0.379949 | 0.853592 | 0.427003 | 0.817191 | 0.741018 | 1 | 1 | 1 | 1 |
High
| 2 | 8 | 1 | 1 | 4 | 0 | 0 |
441 | 50 | 55,948 |
High School
|
Production
| 2 |
Married
|
Family_Formation
| 0 | 0 | 0 |
Southwest
| 1.250488 | 4 | 1 | 0.25 | 0 | 0.924197 | 0.466248 | 3 | 0.422429 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 2 | 12 | 1.022945 | 0 | 789 | 0 | 0 | 1 | 5.45999 |
2024-08-02
| 131 | 1 | null | 999 | 8 | 3 | 6.500865 | 2.05042 | 103.047229 | 0.30893 | 1.522817 | 6.859459 | 6.850832 | 0.967216 | 0.664037 | 0.791299 | 0.127474 | 0.602209 | 1.188075 | 0 | 0 | 0 | 0 |
Medium
| 1 | 4 | 1 | 2 | 3 | 4 | 2 |
442 | 44 | 38,861 |
High School
|
Professional
| 2 |
Divorced
|
Family_Formation
| 1 | 0 | 0 |
Northeast
| 0.828232 | 5 | 0 | 0 | 1 | 2.474324 | 0.211775 | 1 | 0.490601 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 39 | 8.374529 | 0 | 549 | 274,308 | 1 | 1 | 5.95623 |
2024-10-16
| 99 | 14 | null | 999 | 10 | 4 | 2 | 2.281255 | 98.279771 | 0.493 | 6.718449 | 2.618649 | 5.509517 | 0.627089 | 0.761594 | 0.764921 | 0.075016 | 0.662082 | 1.234806 | 0 | 0 | 1 | 1 |
Medium
| 1 | 5 | 0 | 2 | 1 | 4 | 2 |
443 | 18 | 123,452 |
Bachelor
|
Retired
| 2 |
Single
|
Young_Professional
| 1 | 2 | 1 |
Southeast
| 1.469524 | 2 | 0 | 0 | 1 | 2.403456 | 0.243554 | 0 | 0.511958 | 0 | 2 | 1 | 0 | 1 | 0 | 1 | 3 | 8 | 7.331256 | 17,453 | 861 | 124,537 | 25 | 1 | 5.582173 |
2024-03-16
| 312 | 1 | null | 999 | 3 | 1 | 5.732726 | 1.45159 | 110.403518 | 0.60105 | 6.183984 | 8.289858 | 6.148388 | 0.967216 | 0.379949 | 0.848584 | 1.149446 | 0.919278 | 0.815701 | 0 | 1 | 0 | 0 |
Medium
| 0 | 6 | 2 | 4 | 2 | 4 | 2 |
444 | 43 | 63,717 |
Bachelor
|
Healthcare
| 1 |
Divorced
|
Established_Family
| 1 | 3 | 0 |
Midwest
| 1.069627 | 6 | 0 | 0 | 2 | 3.171366 | 0.218059 | 2 | 0.562321 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 3 | 71 | 5.879266 | 11,988 | 568 | 128,942 | 8 | 0 | 4.233976 |
2024-02-03
| 509 | 17 |
Child_Birth
| 2 | 2 | 1 | 2.986763 | 3.729529 | 125.989174 | 0.727076 | 6.126799 | 6.124269 | 7.025617 | 0.567414 | 0.833655 | 0.80071 | 0.447763 | 0.707559 | 0.607188 | 0 | 1 | 0 | 0 |
Medium
| 0 | 2 | 0 | 1 | 0 | 0 | 2 |
445 | 25 | 33,335 |
Bachelor
|
Service
| 1 |
Married
|
Family_Formation
| 0 | 2 | 0 |
Southwest
| 1.457275 | 4 | 0 | 0 | 2 | 3.368408 | 0.190186 | 1 | 0.420443 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 33 | 6.362702 | 0 | 719 | 0 | 0 | 0 | 1.39936 |
2024-03-20
| 74 | 5 | null | 999 | 3 | 1 | 3.68328 | 3.238947 | 94.770824 | 0.633786 | 3.354616 | 6.222275 | 5.735166 | 0.846482 | 0.664037 | 0.753819 | 0.570875 | 0.283646 | 0.271061 | 1 | 0 | 0 | 1 |
Medium
| 0 | 8 | 1 | 2 | 3 | 4 | 2 |
446 | 55 | 65,013 |
Bachelor
|
Retired
| 1 |
Married
|
Established_Family
| 1 | 2 | 0 |
Southeast
| 1.208807 | 5 | 1 | 0.2 | 0 | 1.393198 | 0.434884 | 3 | 0.338439 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 5 | 9.702406 | 0 | 558 | 172,385 | 18 | 0 | 3.906911 |
2024-10-22
| 24 | 21 | null | 999 | 10 | 4 | 4.408559 | 3.763 | 88.877571 | 0.954479 | 5.074476 | 5.576268 | 8.067968 | 0.496585 | 0.761594 | 0.802168 | 0.457948 | 0.641617 | 0.554378 | 1 | 1 | 0 | 1 |
Medium
| 0 | 6 | 1 | 1 | 2 | 4 | 2 |
447 | 50 | 41,127 |
Master
|
Professional
| 5 |
Divorced
|
Family_Formation
| 1 | 1 | 0 |
Northeast
| 1.16669 | 2 | 0 | 0 | 1 | 1.186175 | 0.242419 | 3 | 0.391009 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 75 | 1.569847 | 0 | 715 | 106,790 | 0 | 4 | 5.286447 |
2024-03-30
| 142 | 23 |
Home_Purchase
| 12 | 3 | 1 | 4.02457 | 3.810178 | 120.242687 | 0.663554 | 4.70031 | 6.455783 | 10 | 0.464559 | 0.379949 | 0.769023 | 0.062819 | 0.909831 | 1.645515 | 1 | 1 | 1 | 0 |
High
| 2 | 5 | 0 | 2 | 1 | 1 | 0 |
448 | 30 | 25,000 |
Bachelor
|
Production
| 2 |
Divorced
|
Young_Professional
| 1 | 2 | 1 |
Northeast
| 1.192287 | 2 | 1 | 0.5 | 2 | 3.572411 | 0.199419 | 0 | 0.406011 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 48 | 9.335614 | 0 | 672 | 247,827 | 23 | 1 | 4.180202 |
2024-09-13
| 245 | 2 | null | 999 | 9 | 3 | 5.124827 | 2.509048 | 78.164755 | 0.647151 | 2.59413 | 4.523166 | 4.743716 | 0.935507 | 0.379949 | 0.732993 | 0.310835 | 0.395243 | 0.220316 | 1 | 1 | 1 | 1 |
High
| 0 | 4 | 0 | 4 | 1 | 4 | 0 |
449 | 37 | 85,955 |
Bachelor
|
Professional
| 2 |
Married
|
Established_Family
| 0 | 2 | 0 |
Southeast
| 1.893843 | 4 | 1 | 0.25 | 3 | 3.268045 | 0.14418 | 3 | 0.201614 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 5 | 6.726199 | 0 | 743 | 0 | 0 | 1 | 1.57879 |
2024-06-26
| 409 | 33 | null | 999 | 6 | 2 | 4.044349 | 2.706709 | 78.797377 | 0.79846 | 5.322243 | 5.996679 | 9.057089 | 0.332871 | 0.664037 | 0.822379 | 0.701541 | 0.323422 | 0.342147 | 1 | 0 | 1 | 1 |
Medium
| 0 | 5 | 1 | 1 | 2 | 4 | 2 |
450 | 29 | 94,557 |
Bachelor
|
Service
| 2 |
Divorced
|
Young_Professional
| 1 | 1 | 0 |
Midwest
| 1.551539 | 3 | 0 | 0 | 1 | 0.12396 | 0.417825 | 3 | 0.332495 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 14 | 8.546186 | 0 | 655 | 257,418 | 56 | 1 | 6.70831 |
2024-04-26
| 34 | 42 | null | 999 | 4 | 2 | 3.133971 | 4.325286 | 98.916228 | 0.368544 | 7.005247 | 6.912514 | 7.989241 | 0.246597 | 0.53705 | 0.829283 | 0.356175 | 1.342865 | 1.1987 | 1 | 0 | 1 | 0 |
Medium
| 0 | 8 | 0 | 4 | 0 | 4 | 2 |
451 | 44 | 147,674 |
Master
|
Management
| 3 |
Single
|
Established_Family
| 0 | 3 | 0 |
Southwest
| 1.267838 | 4 | 1 | 0.25 | 1 | 5.124386 | 0.212873 | 1 | 0.655493 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 49 | 3.525598 | 0 | 900 | 0 | 0 | 2 | 7.379877 |
2024-08-24
| 30 | 27 | null | 999 | 8 | 3 | 6.630841 | 3.083083 | 115.275542 | 0.728264 | 3.243788 | 7.215623 | 7.216164 | 0.40657 | 0.664037 | 0.861551 | 0.843479 | 0.625394 | 1.376005 | 1 | 0 | 1 | 1 |
Medium
| 2 | 3 | 2 | 1 | 3 | 4 | 2 |
452 | 59 | 63,151 |
Bachelor
|
Service
| 2 |
Married
|
Family_Formation
| 1 | 2 | 0 |
Southeast
| 1.099872 | 2 | 0 | 0 | 1 | 2.622433 | 0.558637 | 0 | 0.293196 | 3 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 4 | 4.540786 | 17,556 | 644 | 120,417 | 6 | 1 | 6.12272 |
2024-07-23
| 514 | 24 | null | 999 | 7 | 3 | 6.643454 | 2.914471 | 121.297644 | 0.363219 | 6.285989 | 2.964475 | 7.13935 | 0.449329 | 0.379949 | 0.800065 | 0.69856 | 1.067239 | 0.782774 | 0 | 1 | 1 | 1 |
Medium
| 0 | 8 | 1 | 2 | 2 | 4 | 2 |
453 | 30 | 42,224 |
Bachelor
|
Retired
| 4 |
Single
|
Family_Formation
| 1 | 3 | 0 |
Southeast
| 1.179028 | 2 | 0 | 0 | 3 | 0.976634 | 0.375272 | 1 | 0.507041 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 22 | 9.939691 | 0 | 790 | 174,912 | 9 | 3 | 2.656649 |
2024-05-21
| 5 | 9 | null | 999 | 5 | 2 | 5.544315 | 3.267998 | 94.475536 | 0.337803 | 3.62299 | 6.367971 | 6.957111 | 0.740818 | 0.379949 | 0.770928 | 0.692222 | 0.78903 | 1.255363 | 1 | 1 | 1 | 1 |
High
| 0 | 6 | 2 | 2 | 2 | 4 | 0 |
454 | 52 | 80,901 |
High School
|
Sales
| 2 |
Single
|
Family_Formation
| 0 | 3 | 0 |
West
| 1.054815 | 1 | 1 | 1 | 3 | 2.058648 | 0.097201 | 1 | 0.266404 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 2 | 39 | 10.376696 | 6,404 | 678 | 0 | 0 | 1 | 8.846343 |
2024-09-12
| 111 | 5 | null | 999 | 9 | 3 | 4.179984 | 0.794414 | 93.386139 | 0.305436 | 4.054713 | 7.437583 | 8.406166 | 0.846482 | 0.197375 | 0.817993 | 0.912729 | 0.431485 | 1.357783 | 0 | 0 | 0 | 0 |
Medium
| 1 | 7 | 2 | 2 | 4 | 4 | 2 |
455 | 37 | 81,625 |
Bachelor
|
Service
| 2 |
Divorced
|
Established_Family
| 1 | 3 | 0 |
Northeast
| 1.340094 | 3 | 0 | 0 | 5 | 1.476169 | 0.337573 | 2 | 0.680706 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 2 | 2 | 0.711438 | 0 | 745 | 149,795 | 9 | 1 | 6.54135 |
2024-04-17
| 378 | 23 |
Child_Birth
| 36 | 4 | 2 | 5.375945 | 2.43787 | 97.219721 | 0.361405 | 6.254186 | 3.721758 | 6.717201 | 0.464559 | 0.53705 | 0.818638 | 0.972009 | 1.010398 | 1.022296 | 1 | 1 | 0 | 1 |
High
| 0 | 8 | 0 | 1 | 1 | 0 | 0 |
456 | 33 | 131,002 |
Master
|
Education
| 5 |
Married
|
Young_Professional
| 0 | 2 | 0 |
Northeast
| 1.371886 | 4 | 0 | 0 | 3 | 0.648481 | 0.268412 | 2 | 0.439011 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 48 | 5.458972 | 0 | 799 | 0 | 0 | 4 | 5.272511 |
2024-04-08
| 48 | 16 | null | 999 | 4 | 2 | 5.885567 | 1.888528 | 101.410606 | 0.252261 | 9.368294 | 7.249186 | 4.772283 | 0.586646 | 0.664037 | 0.85288 | 0.783933 | 0.413969 | 1.857421 | 1 | 0 | 1 | 0 |
Medium
| 2 | 0 | 1 | 4 | 1 | 4 | 2 |
457 | 43 | 47,725 |
High School
|
Education
| 2 |
Married
|
Established_Family
| 0 | 3 | 0 |
Midwest
| 1.099421 | 4 | 1 | 0.25 | 4 | 0.836734 | 0.251006 | 1 | 0.619968 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 9 | 2.102453 | 0 | 807 | 0 | 0 | 1 | 5.826273 |
2024-09-23
| 344 | 52 | null | 999 | 9 | 3 | 2 | 3.413447 | 79.593473 | 0.755594 | 3.151038 | 2.85688 | 6.916656 | 0.176694 | 0.664037 | 0.779793 | 1.306605 | 0.262497 | 1.015143 | 1 | 0 | 0 | 0 |
Medium
| 1 | 0 | 1 | 1 | 0 | 4 | 2 |
458 | 29 | 44,384 |
Master
|
Retired
| 3 |
Married
|
Young_Professional
| 0 | 2 | 0 |
West
| 1.256283 | 6 | 2 | 0.333333 | 2 | 0.833199 | 0.569259 | 0 | 0.392583 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 9 | 0.618285 | 0 | 779 | 0 | 0 | 2 | 7.793675 |
2024-04-14
| 99 | 10 | null | 999 | 4 | 2 | 8.461917 | 4.599209 | 104.324471 | 0.465445 | 1.979025 | 4.905862 | 8.628862 | 0.716531 | 0.833655 | 0.774539 | 0.514349 | 0.904104 | 1.179692 | 1 | 0 | 1 | 1 |
High
| 2 | 6 | 1 | 4 | 4 | 4 | 0 |
459 | 36 | 31,909 |
Bachelor
|
Production
| 2 |
Married
|
Family_Formation
| 0 | 1 | 0 |
Northeast
| 1.313913 | 1 | 0 | 0 | 2 | 3.361375 | 0.412286 | 1 | 0.254777 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 2 | 26 | 7.266679 | 29,705 | 816 | 0 | 0 | 1 | 2.190963 |
2024-01-01
| 1,000 | 3 |
Job_Change
| 55 | 1 | 1 | 8.148346 | 4.31684 | 114.673462 | 0.270446 | 4.211668 | 7.261006 | 9.168242 | 0.904837 | 0.197375 | 0.750654 | 0.527673 | 0.694856 | 0.428474 | 0 | 0 | 1 | 1 |
Medium
| 0 | 4 | 1 | 2 | 1 | 2 | 2 |
460 | 27 | 67,675 |
Bachelor
|
Healthcare
| 2 |
Married
|
Family_Formation
| 1 | 2 | 0 |
Southeast
| 1.010149 | 5 | 1 | 0.2 | 3 | 1.549995 | 0.253408 | 1 | 0.366853 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 8.593281 | 14,358 | 824 | 100,000 | 10 | 1 | 7.258859 |
2024-02-15
| 123 | 84 | null | 999 | 2 | 1 | 5.790881 | 1.287616 | 86.968101 | 0.173002 | 8.132276 | 5.441971 | 6.810003 | 0.06081 | 0.761594 | 0.805072 | 0.810299 | 0.780664 | 0.767838 | 0 | 1 | 1 | 1 |
Medium
| 0 | 2 | 1 | 2 | 2 | 4 | 2 |
461 | 74 | 25,000 |
PhD
|
Sales
| 1 |
Married
|
Retirement
| 1 | 2 | 0 |
Midwest
| 0.65324 | 3 | 0 | 0 | 3 | 3.129615 | 0.307205 | 2 | 0.3925 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 7 | 11.177613 | 23,615 | 878 | 351,877 | 2 | 0 | 3.232146 |
2024-07-22
| 65 | 10 | null | 999 | 7 | 3 | 7.179386 | 1.3038 | 72.623263 | 0.506461 | 5.837282 | 7.54731 | 6.268856 | 0.716531 | 0.53705 | 0.732993 | 0.660918 | 0.836615 | 0.79201 | 0 | 1 | 0 | 1 |
Medium
| 3 | 7 | 1 | 3 | 0 | 4 | 2 |
462 | 45 | 78,092 |
Bachelor
|
Management
| 1 |
Married
|
Family_Formation
| 1 | 4 | 0 |
Southwest
| 0.959018 | 3 | 1 | 0.333333 | 3 | 3.965648 | 0.288015 | 0 | 0.322022 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 1 | 10.734064 | 0 | 891 | 505,671 | 26 | 0 | 6.228927 |
2024-11-14
| 36 | 7 | null | 999 | 11 | 4 | 3.773607 | 3.191318 | 104.547308 | 0.385865 | 4.808566 | 6.915399 | 7.85506 | 0.79189 | 0.53705 | 0.815435 | 1.291678 | 0.558935 | 0.832771 | 1 | 1 | 0 | 0 |
Medium
| 0 | 3 | 1 | 2 | 3 | 4 | 2 |
463 | 34 | 69,751 |
Master
|
Sales
| 1 |
Married
|
Family_Formation
| 0 | 3 | 0 |
Southeast
| 1.336978 | 2 | 0 | 0 | 2 | 2.777835 | 0.260107 | 0 | 0.58149 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 15 | 10.599637 | 0 | 691 | 0 | 0 | 0 | 6.464331 |
2024-12-05
| 422 | 35 | null | 999 | 12 | 4 | 6.154255 | 2.402559 | 118.178979 | 0.768501 | 4.523916 | 4.116478 | 6.383803 | 0.311403 | 0.379949 | 0.807259 | 1.100457 | 0.237296 | 0.579793 | 1 | 0 | 0 | 1 |
Medium
| 2 | 7 | 1 | 2 | 2 | 4 | 2 |
464 | 48 | 69,636 |
Bachelor
|
Sales
| 4 |
Divorced
|
Established_Family
| 0 | 3 | 0 |
Midwest
| 0.973657 | 1 | 0 | 0 | 4 | 3.346013 | 0.31546 | 1 | 0.36181 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 1 | 49 | 1.525584 | 0 | 794 | 0 | 0 | 3 | 4.984837 |
2024-06-29
| 57 | 40 |
Home_Purchase
| 223 | 6 | 2 | 4.755974 | 2.595403 | 98.5848 | 0.701597 | 3.295894 | 2.013584 | 6.118734 | 0.263597 | 0.197375 | 0.80714 | 0.748427 | 0.095294 | 1.715107 | 1 | 0 | 0 | 1 |
Medium
| 0 | 7 | 0 | 1 | 0 | 1 | 2 |
465 | 43 | 53,259 |
High School
|
Sales
| 5 |
Married
|
Young_Professional
| 1 | 1 | 0 |
Midwest
| 0.590093 | 1 | 0 | 0 | 5 | 4.998873 | 0.211018 | 1 | 0.446948 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 2 | 11 | 3.68155 | 0 | 658 | 181,846 | 16 | 4 | 5.645999 |
2024-03-08
| 129 | 7 |
Job_Change
| 93 | 3 | 1 | 4.117731 | 2.705031 | 79.208743 | 0.322183 | 4.473625 | 4.021263 | 8.439097 | 0.79189 | 0.197375 | 0.787734 | 0.279116 | 0.892336 | 1.822849 | 1 | 0 | 1 | 1 |
High
| 1 | 7 | 1 | 4 | 0 | 2 | 0 |
466 | 41 | 122,981 |
Bachelor
|
Education
| 1 |
Married
|
Family_Formation
| 0 | 1 | 0 |
Midwest
| 0.919723 | 2 | 0 | 0 | 2 | 3.274041 | 0.484556 | 1 | 0.114605 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 9 | 1.999737 | 0 | 882 | 0 | 0 | 0 | 4.162741 |
2024-05-06
| 80 | 16 | null | 999 | 5 | 2 | 4.174842 | 3.730871 | 71.193891 | 0.572259 | 3.842571 | 3.786298 | 8.735337 | 0.586646 | 0.379949 | 0.848307 | 0.463512 | 0.207419 | 0.51551 | 1 | 0 | 0 | 0 |
Medium
| 0 | 0 | 1 | 2 | 0 | 4 | 2 |
467 | 54 | 82,718 |
Master
|
Sales
| 1 |
Married
|
Established_Family
| 1 | 1 | 0 |
Southwest
| 1.308776 | 2 | 0 | 0 | 2 | 2.960359 | 0.170329 | 3 | 0.586193 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 1 | 69 | 6.2123 | 60,301 | 700 | 714,261 | 38 | 0 | 1.582208 |
2024-06-12
| 114 | 5 |
Retirement
| 305 | 6 | 2 | 8.908338 | 3.71206 | 86.043053 | 0.358059 | 7.977874 | 5.540287 | 7.513981 | 0.846482 | 0.379949 | 0.819601 | 0.190462 | 1.239207 | 0.50526 | 0 | 1 | 0 | 1 |
Medium
| 2 | 7 | 1 | 1 | 3 | 5 | 2 |
468 | 56 | 34,055 |
Master
|
Retired
| 2 |
Married
|
Empty_Nester
| 0 | 2 | 0 |
Southeast
| 1.249642 | 4 | 1 | 0.25 | 3 | 1.399222 | 0.427668 | 0 | 0.260227 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 25 | 5.390813 | 0 | 798 | 0 | 0 | 1 | 4.363037 |
2024-06-27
| 924 | 49 | null | 999 | 6 | 2 | 6.08199 | 1.751175 | 84.333604 | 0.455368 | 3.634112 | 7.662733 | 4.008431 | 0.195278 | 0.664037 | 0.755366 | 0.901362 | 0.353444 | 0.980572 | 1 | 0 | 1 | 0 |
Medium
| 2 | 6 | 1 | 0 | 2 | 4 | 2 |
469 | 37 | 34,423 |
High School
|
Retired
| 2 |
Divorced
|
Young_Professional
| 1 | 2 | 0 |
Southeast
| 1.66326 | 5 | 1 | 0.2 | 1 | 3.677255 | 0.236781 | 0 | 0.214881 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 3 | 4.269843 | 0 | 628 | 253,245 | 10 | 1 | 3.852898 |
2024-05-08
| 631 | 3 | null | 999 | 5 | 2 | 3.900656 | 2.794623 | 70 | 0.262165 | 4.392609 | 5.490007 | 7.760305 | 0.904837 | 0.761594 | 0.756144 | 0.561232 | 1.102201 | 0.541269 | 1 | 0 | 1 | 0 |
High
| 1 | 6 | 0 | 4 | 2 | 4 | 0 |
470 | 36 | 28,917 |
Bachelor
|
Production
| 3 |
Married
|
Family_Formation
| 0 | 2 | 0 |
Southwest
| 1.626954 | 1 | 0 | 0 | 2 | 2.53426 | 0.037654 | 1 | 0.4232 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 2 | 8.673733 | 0 | 832 | 0 | 0 | 2 | 6.547744 |
2024-02-16
| 822 | 95 | null | 999 | 2 | 1 | 5.36359 | 2.91188 | 113.992807 | 0.55594 | 7.006956 | 3.267668 | 6.094494 | 0.042144 | 0.197375 | 0.743528 | 0.606228 | 0.557448 | 0.8994 | 1 | 0 | 1 | 1 |
Medium
| 0 | 4 | 1 | 2 | 3 | 4 | 2 |
471 | 40 | 68,238 |
Bachelor
|
Transportation
| 3 |
Divorced
|
Established_Family
| 1 | 5 | 1 |
Southeast
| 1.136272 | 10 | 0 | 0 | 1 | 1.146916 | 0.268711 | 2 | 0.259816 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 108 | 5.04116 | 0 | 867 | 997,753 | 19 | 2 | 4.957793 |
2024-05-10
| 284 | 8 |
Retirement
| 101 | 5 | 2 | 4.565038 | 0.760267 | 110.563592 | 0.601776 | 5.121159 | 2.775452 | 5.544132 | 0.765928 | 0.964028 | 0.805672 | 1.333104 | 0.790984 | 1.197332 | 1 | 0 | 0 | 1 |
Medium
| 0 | 9 | 0 | 1 | 2 | 5 | 2 |
472 | 18 | 26,900 |
Bachelor
|
Sales
| 4 |
Married
|
Young_Professional
| 0 | 2 | 0 |
Southwest
| 1.138756 | 3 | 0 | 0 | 2 | 0.529311 | 0.449896 | 0 | 0.39032 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 110 | 1.791059 | 0 | 672 | 0 | 0 | 3 | 7.658931 |
2024-08-12
| 319 | 45 |
Child_Birth
| 190 | 8 | 3 | 5.164915 | 2.631364 | 90.728245 | 0.366362 | 5.723387 | 5.790002 | 6.923262 | 0.22313 | 0.53705 | 0.738295 | 1.051375 | 0.143167 | 1.373441 | 1 | 0 | 0 | 0 |
Medium
| 0 | 7 | 1 | 4 | 3 | 0 | 2 |
473 | 22 | 93,904 |
High School
|
Service
| 1 |
Married
|
Young_Professional
| 1 | 1 | 0 |
West
| 1.240784 | 2 | 0 | 0 | 2 | 0.704496 | 0.034968 | 2 | 0.379732 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 7 | 7.10718 | 0 | 646 | 244,705 | 12 | 0 | 7.927521 |
2024-01-16
| 107 | 35 |
Home_Purchase
| 41 | 1 | 1 | 5.822024 | 2.550256 | 93.095547 | 0.834348 | 9.048995 | 8.228723 | 6.314872 | 0.311403 | 0.379949 | 0.828781 | 0.727372 | 0.975405 | 0.738175 | 1 | 1 | 0 | 1 |
Medium
| 1 | 8 | 1 | 4 | 4 | 1 | 2 |
474 | 65 | 108,421 |
High School
|
Retired
| 1 |
Married
|
Retirement
| 1 | 1 | 0 |
Midwest
| 0.902211 | 2 | 0 | 0 | 2 | 2.434193 | 0.568366 | 2 | 0.441559 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 99 | 11.858388 | 0 | 813 | 137,050 | 2 | 0 | 4.549783 |
2024-09-14
| 76 | 12 |
Job_Change
| 365 | 9 | 3 | 6.210285 | 3.206117 | 109.927671 | 0.594247 | 3.25053 | 6.236837 | 6.837237 | 0.67032 | 0.379949 | 0.839186 | 0.530743 | 0.90474 | 0.531708 | 1 | 1 | 0 | 1 |
Medium
| 1 | 6 | 1 | 3 | 0 | 2 | 2 |
475 | 69 | 28,928 |
Master
|
Professional
| 4 |
Widowed
|
Retirement
| 0 | 2 | 0 |
Southwest
| 0.966299 | 3 | 0 | 0 | 4 | 4.772961 | 0.10017 | 4 | 0.348857 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 3 | 50 | 1.189794 | 91,445 | 728 | 0 | 0 | 3 | 1 |
2024-06-06
| 209 | 46 |
Job_Change
| 7 | 6 | 2 | 4.940644 | 0.8522 | 70 | 0.447038 | 2.075897 | 7.209031 | 6.401074 | 0.215815 | 0.53705 | 0.743556 | 0.81524 | 0.061095 | 1.00102 | 0 | 0 | 0 | 1 |
Medium
| 2 | 5 | 3 | 3 | 3 | 2 | 2 |
476 | 41 | 43,856 |
Master
|
Sales
| 2 |
Single
|
Established_Family
| 1 | 3 | 0 |
West
| 1.37205 | 1 | 0 | 0 | 2 | 1.131128 | 0.088475 | 2 | 0.19806 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 27 | 11.989212 | 0 | 900 | 270,424 | 46 | 1 | 6.624388 |
2024-09-13
| 179 | 106 | null | 999 | 9 | 3 | 6.426461 | 1.348624 | 109.20708 | 0.667827 | 3.277587 | 5.709435 | 5.647479 | 0.029207 | 0.197375 | 0.773673 | 1.183846 | 0.829181 | 0.923146 | 1 | 0 | 1 | 1 |
Medium
| 2 | 7 | 2 | 1 | 4 | 4 | 2 |
477 | 53 | 49,512 |
Master
|
Management
| 5 |
Divorced
|
Young_Professional
| 0 | 0 | 0 |
Southwest
| 1.224355 | 5 | 1 | 0.2 | 1 | 3.209125 | 0.369634 | 0 | 0.340291 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 3 | 26 | 9.588692 | 19,342 | 608 | 0 | 0 | 4 | 5.456833 |
2024-08-16
| 6 | 1 | null | 999 | 8 | 3 | 7.192836 | 4.31473 | 71.09036 | 0.493845 | 4.302129 | 4.391271 | 5.964777 | 0.967216 | 0.761594 | 0.782453 | 0.086569 | 0 | 1.900511 | 0 | 0 | 1 | 0 |
Medium
| 2 | 3 | 0 | 4 | 3 | 4 | 2 |
478 | 49 | 83,315 |
Master
|
Education
| 2 |
Married
|
Family_Formation
| 1 | 0 | 0 |
Northeast
| 1.118811 | 1 | 0 | 0 | 3 | 0.535395 | 0.188035 | 1 | 0.509725 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 53 | 4.700971 | 0 | 900 | 256,017 | 9 | 1 | 2.975861 |
2024-04-05
| 51 | 1 | null | 999 | 4 | 2 | 3.796024 | 2.576593 | 121.437361 | 0.633757 | 3.995955 | 4.734425 | 4.582238 | 0.967216 | 0.197375 | 0.820121 | 0 | 0.314304 | 0.75498 | 0 | 1 | 1 | 1 |
Medium
| 2 | 0 | 1 | 2 | 1 | 4 | 2 |
479 | 85 | 128,747 |
Bachelor
|
Management
| 2 |
Married
|
Empty_Nester
| 1 | 1 | 0 |
Southeast
| 1.099127 | 2 | 0 | 0 | 2 | 0.967113 | 0.267506 | 4 | 0.281073 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 27 | 6.46911 | 0 | 741 | 402,658 | 26 | 1 | 5.589382 |
2024-09-25
| 665 | 69 | null | 999 | 9 | 3 | 7.413834 | 3.242092 | 89.214341 | 0.782795 | 4.914802 | 3.859971 | 7.960296 | 0.100259 | 0.379949 | 0.851623 | 0.465875 | 0.797616 | 1.188556 | 1 | 0 | 0 | 1 |
Medium
| 0 | 3 | 1 | 0 | 2 | 4 | 2 |
480 | 61 | 25,000 |
Master
|
Government
| 3 |
Married
|
Established_Family
| 1 | 3 | 0 |
Midwest
| 0.67926 | 1 | 0 | 0 | 3 | 1.255745 | 0.237965 | 0 | 0.476341 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 31 | 3.203514 | 0 | 782 | 436,392 | 20 | 2 | 3.725634 |
2024-03-04
| 34 | 22 |
Child_Birth
| 59 | 3 | 1 | 5.252039 | 2.443075 | 96.215768 | 0.696766 | 1 | 5.50247 | 7.680521 | 0.480305 | 0.197375 | 0.732993 | 1.162473 | 0.633511 | 1.635494 | 1 | 0 | 1 | 0 |
Medium
| 2 | 1 | 1 | 1 | 0 | 0 | 2 |
481 | 43 | 40,501 |
Bachelor
|
Sales
| 1 |
Married
|
Established_Family
| 1 | 0 | 0 |
Southwest
| 1.268689 | 3 | 1 | 0.333333 | 2 | 0.590598 | 0.208518 | 0 | 0.728473 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 2 | 16 | 6.052843 | 19,132 | 728 | 100,000 | 22 | 0 | 4.201535 |
2024-11-24
| 251 | 28 | null | 999 | 11 | 4 | 5.881443 | 2.910293 | 98.562599 | 0.214166 | 6.955586 | 1.907694 | 8.393503 | 0.393241 | 0.53705 | 0.767913 | 0 | 0.787724 | 0.352955 | 0 | 0 | 0 | 1 |
Low
| 0 | 7 | 1 | 1 | 3 | 4 | 1 |
482 | 30 | 41,789 |
PhD
|
Retired
| 2 |
Single
|
Young_Professional
| 1 | 2 | 0 |
Northeast
| 1.519746 | 3 | 0 | 0 | 3 | 1.944786 | 0.322288 | 0 | 0.650699 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 61 | 5.203984 | 0 | 751 | 852,020 | 93 | 1 | 6.819009 |
2024-01-11
| 48 | 13 | null | 999 | 1 | 1 | 6.155383 | 3.680705 | 95.097353 | 0.535144 | 2.561815 | 7.940456 | 7.665935 | 0.648344 | 0.53705 | 0.770179 | 0.206906 | 1.302968 | 1.209185 | 1 | 1 | 1 | 1 |
High
| 3 | 6 | 2 | 4 | 1 | 4 | 0 |
483 | 20 | 25,000 |
High School
|
Retired
| 4 |
Widowed
|
Young_Professional
| 1 | 0 | 0 |
West
| 0.843666 | 4 | 0 | 0 | 1 | 3.263765 | 0.431077 | 0 | 0.28115 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 2 | 10 | 6.756642 | 28,695 | 871 | 234,096 | 2 | 3 | 1.641246 |
2024-12-02
| 55 | 39 | null | 999 | 12 | 4 | 5.753865 | 3.384033 | 100.626525 | 0.421412 | 4.074948 | 8.036553 | 6.003927 | 0.272532 | 0.664037 | 0.732993 | 0.417267 | 0.618844 | 0.760799 | 0 | 1 | 1 | 0 |
Medium
| 1 | 6 | 3 | 4 | 4 | 4 | 2 |
484 | 48 | 36,641 |
High School
|
Healthcare
| 1 |
Single
|
Family_Formation
| 1 | 2 | 0 |
Midwest
| 0.810357 | 2 | 1 | 0.5 | 1 | 3.781941 | 0.402398 | 0 | 0.47871 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 81 | 9.259841 | 0 | 728 | 184,150 | 19 | 0 | 6.410093 |
2024-06-21
| 202 | 61 | null | 999 | 6 | 2 | 6.58427 | 2.196571 | 101.795019 | 0.524287 | 8.850605 | 3.416549 | 7.333092 | 0.130898 | 0.379949 | 0.760663 | 0.652208 | 1.271082 | 0.925728 | 1 | 1 | 0 | 1 |
Medium
| 1 | 2 | 2 | 2 | 0 | 4 | 2 |
485 | 33 | 63,364 |
Master
|
Transportation
| 1 |
Married
|
Family_Formation
| 0 | 2 | 1 |
Midwest
| 0.694295 | 4 | 1 | 0.25 | 2 | 2.847372 | 0.536998 | 0 | 0.322515 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 2 | 3 | 4.749342 | 100,000 | 682 | 0 | 0 | 0 | 3.39815 |
2024-10-31
| 159 | 8 | null | 999 | 10 | 4 | 4.130591 | 2.980181 | 77.223091 | 0.717858 | 7.004058 | 6.2844 | 6.697444 | 0.765928 | 0.664037 | 0.800308 | 0.47429 | 0.256757 | 0.457325 | 0 | 0 | 0 | 0 |
Medium
| 2 | 9 | 1 | 2 | 0 | 4 | 2 |
486 | 23 | 41,472 |
Master
|
Professional
| 2 |
Married
|
Young_Professional
| 0 | 1 | 0 |
Midwest
| 0.708311 | 6 | 0 | 0 | 2 | 3.966123 | 0.214754 | 0 | 0.243363 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 2 | 2 | 5.835566 | 0 | 601 | 0 | 0 | 1 | 3.859178 |
2024-06-12
| 2 | 5 | null | 999 | 6 | 2 | 5.499056 | 3.176826 | 112.269783 | 0.453025 | 7.245167 | 5.836547 | 4.85637 | 0.846482 | 0.833655 | 0.769628 | 0.788817 | 0.18247 | 0.934425 | 1 | 0 | 0 | 0 |
Medium
| 2 | 5 | 1 | 4 | 0 | 4 | 2 |
487 | 35 | 25,000 |
Master
|
Retired
| 3 |
Divorced
|
Family_Formation
| 0 | 3 | 0 |
Southwest
| 1.549385 | 3 | 0 | 0 | 1 | 4.418629 | 0.132702 | 1 | 0.346914 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 2 | 41 | 6.719289 | 100,000 | 663 | 0 | 0 | 2 | 5.223477 |
2024-10-24
| 347 | 24 | null | 999 | 10 | 4 | 4.033465 | 2.743407 | 88.673029 | 0.423255 | 8.240171 | 2.915722 | 10 | 0.449329 | 0.53705 | 0.732993 | 1.097291 | 0.190661 | 1.264567 | 0 | 0 | 1 | 1 |
Medium
| 2 | 6 | 0 | 2 | 3 | 4 | 2 |
488 | 28 | 274,978 |
Master
|
Healthcare
| 1 |
Married
|
Young_Professional
| 0 | 2 | 0 |
Northeast
| 1.1452 | 3 | 0 | 0 | 1 | 2.525841 | 0.348548 | 2 | 0.812569 | 2 | 0 | 1 | 1 | 0 | 1 | 1 | 4 | 23 | 10.527163 | 83,428 | 732 | 0 | 0 | 0 | 3.33632 |
2024-01-06
| 33 | 52 |
Job_Change
| 38 | 1 | 1 | 4.571493 | 2.970937 | 78.783166 | 0.652434 | 4.665641 | 3.913879 | 7.49317 | 0.176694 | 0.53705 | 0.90655 | 0.867326 | 0.534086 | 0.119898 | 0 | 0 | 0 | 1 |
Medium
| 2 | 2 | 1 | 4 | 1 | 2 | 2 |
489 | 70 | 57,509 |
Bachelor
|
Service
| 2 |
Single
|
Empty_Nester
| 1 | 1 | 0 |
Southeast
| 1.433394 | 4 | 1 | 0.25 | 1 | 1.747427 | 0.317305 | 0 | 0.433273 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 21 | 8.991047 | 0 | 581 | 196,830 | 53 | 1 | 3.894656 |
2024-04-23
| 96 | 66 |
Retirement
| 141 | 4 | 2 | 4.723984 | 2.935655 | 80.589918 | 0.940315 | 3.284656 | 2.536025 | 8.056895 | 0.110803 | 0.664037 | 0.793291 | 0.714471 | 0.939257 | 1.26508 | 1 | 0 | 1 | 0 |
Medium
| 0 | 8 | 2 | 0 | 2 | 5 | 2 |
490 | 58 | 52,418 |
Master
|
Production
| 2 |
Married
|
Established_Family
| 0 | 1 | 0 |
Midwest
| 0.772783 | 1 | 0 | 0 | 3 | 2.70023 | 0.351451 | 0 | 0.14621 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 3 | 7 | 5.900179 | 28,421 | 722 | 0 | 0 | 1 | 5.668496 |
2024-05-27
| 169 | 26 |
Home_Purchase
| 239 | 5 | 2 | 3.353051 | 3.155702 | 130 | 0.428985 | 5.790196 | 7.129782 | 7.725054 | 0.42035 | 0.197375 | 0.786581 | 0.307282 | 0.123945 | 1.195936 | 0 | 0 | 0 | 1 |
Medium
| 2 | 4 | 1 | 1 | 0 | 1 | 2 |
491 | 44 | 25,368 |
Master
|
Professional
| 4 |
Single
|
Established_Family
| 1 | 5 | 0 |
Southeast
| 1.543353 | 1 | 0 | 0 | 4 | 0.939712 | 0.6021 | 0 | 0.317787 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 54 | 10.044407 | 0 | 617 | 110,556 | 6 | 3 | 4.946017 |
2024-04-12
| 61 | 22 | null | 999 | 4 | 2 | 4.888304 | 3.29352 | 89.384108 | 0.404285 | 8.138056 | 8.178169 | 5.083416 | 0.480305 | 0.197375 | 0.734051 | 1.466962 | 0.800808 | 1.79714 | 1 | 1 | 1 | 1 |
Medium
| 2 | 5 | 2 | 1 | 2 | 4 | 2 |
492 | 67 | 57,321 |
Master
|
Education
| 4 |
Single
|
Empty_Nester
| 1 | 3 | 1 |
Southeast
| 1.192565 | 4 | 0 | 0 | 4 | 1.398358 | 0.147328 | 4 | 0.51378 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 4 | 6.418598 | 0 | 652 | 482,018 | 2 | 3 | 1 |
2024-03-02
| 228 | 66 | null | 999 | 3 | 1 | 6.022693 | 3.127698 | 70 | 0.055452 | 5.406301 | 3.763964 | 9.778594 | 0.110803 | 0.664037 | 0.793054 | 1.187798 | 1.123576 | 1.335436 | 1 | 1 | 1 | 1 |
High
| 2 | 0 | 2 | 0 | 2 | 4 | 0 |
493 | 46 | 44,421 |
Bachelor
|
Professional
| 4 |
Married
|
Family_Formation
| 1 | 0 | 0 |
Southwest
| 0.83135 | 2 | 0 | 0 | 2 | 5.997937 | 0.374994 | 0 | 0.299106 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 9.71601 | 0 | 827 | 189,071 | 30 | 3 | 7.393691 |
2024-06-29
| 73 | 39 |
Home_Purchase
| 4 | 6 | 2 | 4.46633 | 3.455154 | 76.234709 | 0.543673 | 5.823923 | 6.087215 | 8.084129 | 0.272532 | 0.379949 | 0.7746 | 0 | 0.787077 | 1.599779 | 0 | 1 | 1 | 0 |
Medium
| 0 | 5 | 1 | 2 | 3 | 1 | 2 |
494 | 32 | 25,000 |
High School
|
Education
| 4 |
Married
|
Family_Formation
| 1 | 1 | 1 |
Northeast
| 1.007345 | 3 | 0 | 0 | 2 | 1.348873 | 0.220249 | 1 | 0.405115 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 10 | 4.727304 | 0 | 791 | 241,143 | 39 | 3 | 2.713308 |
2024-01-26
| 71 | 15 |
Job_Change
| 243 | 1 | 1 | 3.024623 | 3.183541 | 99.682901 | 0.605537 | 6.093408 | 4.710164 | 5.326183 | 0.606531 | 0.53705 | 0.732993 | 0.410151 | 0.939638 | 1.184268 | 1 | 0 | 1 | 1 |
Medium
| 1 | 0 | 1 | 2 | 1 | 2 | 2 |
495 | 67 | 25,792 |
Bachelor
|
Education
| 4 |
Single
|
Retirement
| 1 | 2 | 0 |
Southeast
| 1.568102 | 3 | 0 | 0 | 3 | 2.169614 | 0.184304 | 0 | 0.110969 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 3 | 135 | 6.740647 | 0 | 772 | 374,232 | 10 | 3 | 4.983849 |
2024-05-26
| 105 | 25 |
Home_Purchase
| 135 | 5 | 2 | 6.018757 | 3.212359 | 94.782045 | 0.343116 | 5.965228 | 7.409463 | 7.596305 | 0.434598 | 0.53705 | 0.73525 | 0.741897 | 0.911406 | 1.293001 | 1 | 0 | 0 | 0 |
Medium
| 0 | 0 | 2 | 3 | 2 | 1 | 2 |
496 | 53 | 78,980 |
Bachelor
|
Service
| 4 |
Single
|
Established_Family
| 1 | 1 | 0 |
Northeast
| 0.859956 | 4 | 1 | 0.25 | 2 | 1.023592 | 0.593518 | 0 | 0.294896 | 2 | 1 | 0 | 0 | 0 | 1 | 1 | 2 | 31 | 10.426409 | 0 | 820 | 109,537 | 36 | 3 | 7.643094 |
2024-03-09
| 105 | 7 |
Marriage
| 109 | 3 | 1 | 6.618998 | 3.022824 | 102.348626 | 0.543781 | 6.783575 | 4.12093 | 6.576543 | 0.79189 | 0.664037 | 0.816254 | 0.158931 | 0.921951 | 1.734321 | 1 | 1 | 1 | 1 |
High
| 0 | 8 | 2 | 1 | 1 | 3 | 0 |
497 | 29 | 157,378 |
PhD
|
Retired
| 1 |
Married
|
Family_Formation
| 0 | 0 | 0 |
Southeast
| 1.439744 | 7 | 0 | 0 | 2 | 2.528428 | 0.17204 | 1 | 0.440115 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 67 | 11.997459 | 0 | 859 | 0 | 0 | 0 | 6.5166 |
2024-01-21
| 87 | 6 | null | 999 | 1 | 1 | 3.77157 | 1.766572 | 91.654867 | 0.664704 | 9.780721 | 3.781429 | 8.845984 | 0.818731 | 0.885352 | 0.866158 | 0.283744 | 0.422357 | 0.689683 | 0 | 0 | 0 | 0 |
Medium
| 3 | 6 | 1 | 2 | 2 | 4 | 2 |
498 | 42 | 61,101 |
Bachelor
|
Healthcare
| 2 |
Divorced
|
Established_Family
| 1 | 2 | 0 |
West
| 1.145116 | 6 | 0 | 0 | 1 | 3.21101 | 0.143771 | 1 | 0.235009 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 5 | 11.642192 | 0 | 628 | 141,446 | 10 | 1 | 3.480343 |
2024-02-25
| 303 | 1 | null | 999 | 2 | 1 | 7.468908 | 4.402419 | 113.261233 | 0.493916 | 4.268199 | 8.734315 | 7.124457 | 0.967216 | 0.833655 | 0.797676 | 0.576801 | 0.860997 | 0.568928 | 1 | 1 | 0 | 0 |
Medium
| 0 | 2 | 0 | 1 | 4 | 4 | 2 |
499 | 31 | 95,020 |
Bachelor
|
Production
| 3 |
Married
|
Family_Formation
| 1 | 0 | 0 |
Northeast
| 1.358755 | 4 | 0 | 0 | 2 | 2.618841 | 0.283688 | 0 | 0.653126 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 3 | 15 | 5.199101 | 0 | 734 | 142,708 | 5 | 2 | 3.191501 |
2024-07-04
| 248 | 55 |
Job_Change
| 292 | 7 | 3 | 6.090367 | 3.659691 | 91.646403 | 0.669488 | 6.207962 | 4.578977 | 5.948761 | 0.15988 | 0.664037 | 0.829637 | 0 | 0.666982 | 0.81417 | 0 | 0 | 0 | 0 |
Medium
| 0 | 4 | 1 | 2 | 1 | 2 | 2 |
500 | 24 | 44,647 |
PhD
|
Retired
| 4 |
Single
|
Young_Professional
| 0 | 1 | 0 |
West
| 1.224542 | 2 | 0 | 0 | 6 | 2.153439 | 0.242457 | 3 | 0.183859 | 3 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 67 | 0.286361 | 0 | 791 | 0 | 0 | 3 | 4.177807 |
2024-03-11
| 183 | 55 |
Child_Birth
| 192 | 3 | 1 | 5.058367 | 4.056118 | 109.748505 | 0.511295 | 4.665462 | 6.945997 | 8.905821 | 0.15988 | 0.379949 | 0.774967 | 0.318983 | 0.444573 | 1.364574 | 1 | 0 | 1 | 1 |
High
| 3 | 6 | 2 | 4 | 4 | 0 | 0 |
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