Datasets:
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1
| 52
| 44,978
|
Master
|
Professional
| 4
|
Married
|
Family_Formation
| 1
| 3
| 0
|
Southeast
| 1.467359
| 7
| 1
| 0.142857
| 3
| 1.824566
| 0.216508
| 1
| 0.533566
| 0
| 0
| 0
| 1
| 1
| 0
| 0
| 2
| 240
| 2.707836
| 0
| 809
| 100,000
| 6
| 3
| 6.522661
|
2024-08-13
| 146
| 114
|
Home_Purchase
| 160
| 8
| 3
| 6.377825
| 2.701744
| 127.805892
| 0.597769
| 1
| 4.776451
| 7.479267
| 0.022371
| 0.885352
| 0.775502
| 1.161317
| 1.216717
| 1.954704
| 1
| 0
| 0
| 0
|
Medium
| 2
| 5
| 1
| 2
| 2
| 1
| 2
|
2
| 42
| 48,069
|
Master
|
Professional
| 1
|
Married
|
Family_Formation
| 1
| 1
| 0
|
Midwest
| 0.891745
| 1
| 0
| 0
| 2
| 2.779468
| 0.33222
| 1
| 0.222707
| 0
| 0
| 1
| 1
| 1
| 1
| 1
| 5
| 23
| 10.559137
| 14,952
| 885
| 153,977
| 7
| 0
| 8.977161
|
2024-02-22
| 124
| 1
|
Job_Change
| 123
| 2
| 1
| 6.782281
| 3.123574
| 116.609322
| 0.452729
| 5.080162
| 8.209593
| 4.334326
| 0.967216
| 0.197375
| 0.780312
| 0.05712
| 0.918998
| 1.283628
| 0
| 0
| 0
| 0
|
Medium
| 2
| 5
| 1
| 2
| 0
| 2
| 2
|
3
| 54
| 50,948
|
Bachelor
|
Retired
| 2
|
Single
|
Empty_Nester
| 1
| 3
| 0
|
West
| 1.493594
| 1
| 0
| 0
| 4
| 2.592989
| 0.481679
| 3
| 0.192666
| 2
| 0
| 0
| 1
| 0
| 0
| 0
| 1
| 30
| 3.695324
| 0
| 725
| 144,437
| 4
| 1
| 6.840923
|
2024-07-04
| 265
| 21
| null | 999
| 7
| 3
| 2.534439
| 0.940904
| 80.259367
| 0.45544
| 7.97095
| 7.97401
| 6.824086
| 0.496585
| 0.197375
| 0.784523
| 0.487328
| 0.882525
| 1.321549
| 1
| 0
| 1
| 1
|
Medium
| 0
| 6
| 2
| 0
| 4
| 4
| 2
|
4
| 67
| 86,518
|
Bachelor
|
Service
| 2
|
Married
|
Empty_Nester
| 1
| 0
| 0
|
West
| 1.172246
| 2
| 1
| 0.5
| 0
| 3.817379
| 0.270121
| 1
| 0.353925
| 1
| 1
| 0
| 1
| 0
| 0
| 0
| 1
| 22
| 10.945057
| 0
| 819
| 268,881
| 34
| 1
| 4.036168
|
2024-03-23
| 88
| 30
| null | 999
| 3
| 1
| 4.6489
| 3.920407
| 120.184692
| 0.319387
| 5.954733
| 6.420053
| 9.646152
| 0.367879
| 0.379949
| 0.822852
| 0
| 1.328283
| 0.662485
| 0
| 0
| 1
| 0
|
Medium
| 0
| 8
| 1
| 0
| 4
| 4
| 2
|
5
| 41
| 31,309
|
Bachelor
|
Service
| 4
|
Widowed
|
Young_Professional
| 0
| 5
| 0
|
Midwest
| 0.47858
| 5
| 0
| 0
| 1
| 1.215373
| 0.415814
| 1
| 0.507937
| 1
| 1
| 1
| 1
| 0
| 0
| 0
| 2
| 11
| 5.111336
| 5,355
| 695
| 0
| 0
| 3
| 3.170438
|
2024-08-01
| 73
| 55
| null | 999
| 8
| 3
| 6.24016
| 4.042793
| 107.732915
| 0.655774
| 5.460446
| 7.247841
| 7.030891
| 0.15988
| 0.761594
| 0.749281
| 1.497992
| 0.416229
| 1.606114
| 0
| 0
| 1
| 0
|
Medium
| 0
| 8
| 3
| 4
| 0
| 4
| 2
|
6
| 41
| 29,501
|
High School
|
Sales
| 6
|
Divorced
|
Established_Family
| 0
| 2
| 0
|
Southeast
| 1.550374
| 3
| 1
| 0.333333
| 1
| 2.552501
| 0.252549
| 0
| 0.17243
| 1
| 1
| 0
| 1
| 0
| 1
| 1
| 3
| 48
| 1.773009
| 0
| 593
| 0
| 0
| 5
| 4.412758
|
2024-06-06
| 75
| 4
| null | 999
| 6
| 2
| 6.352282
| 2.104611
| 79.891457
| 0.351994
| 6.500204
| 4.953778
| 8.987672
| 0.875173
| 0.53705
| 0.744975
| 0.442804
| 0.94194
| 2
| 1
| 0
| 1
| 1
|
High
| 1
| 7
| 0
| 1
| 2
| 4
| 0
|
7
| 68
| 102,947
|
Bachelor
|
Sales
| 3
|
Widowed
|
Established_Family
| 1
| 0
| 0
|
Southwest
| 1.065037
| 3
| 1
| 0.333333
| 3
| 3.322483
| 0.394024
| 0
| 0.266576
| 0
| 0
| 1
| 0
| 0
| 0
| 0
| 1
| 8
| 7.968185
| 23,028
| 747
| 337,872
| 7
| 2
| 5.063624
|
2024-10-24
| 197
| 50
| null | 999
| 10
| 4
| 5.957179
| 3.174936
| 86.786962
| 0.920866
| 5.803992
| 2.612949
| 9.965286
| 0.188876
| 0.53705
| 0.835436
| 0.238705
| 0.326722
| 1.287521
| 0
| 1
| 1
| 0
|
Medium
| 0
| 7
| 3
| 1
| 3
| 4
| 2
|
8
| 56
| 37,138
|
Master
|
Management
| 3
|
Divorced
|
Young_Professional
| 1
| 3
| 0
|
Southeast
| 1.360078
| 2
| 0
| 0
| 3
| 1.884162
| 0.064116
| 1
| 0.207674
| 2
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 46
| 10.222716
| 0
| 641
| 100,000
| 3
| 2
| 5.950844
|
2024-09-16
| 350
| 69
| null | 999
| 9
| 3
| 7.407958
| 1.620812
| 117.478832
| 0.555748
| 5.990676
| 4.291757
| 7.870392
| 0.100259
| 0.379949
| 0.761638
| 1.061767
| 1.02864
| 1.958171
| 1
| 1
| 1
| 1
|
Medium
| 2
| 3
| 0
| 4
| 2
| 4
| 2
|
9
| 37
| 25,000
|
Bachelor
|
Professional
| 4
|
Divorced
|
Young_Professional
| 1
| 2
| 0
|
Southeast
| 1.316549
| 3
| 1
| 0.333333
| 3
| 4.118325
| 0.4674
| 0
| 0.635673
| 0
| 2
| 0
| 0
| 0
| 0
| 0
| 0
| 26
| 7.77256
| 0
| 778
| 100,000
| 4
| 3
| 6.969503
|
2024-03-07
| 6
| 29
| null | 999
| 3
| 1
| 5.131847
| 2.381324
| 76.58993
| 0.956318
| 5.082837
| 6.398166
| 10
| 0.380349
| 0.53705
| 0.732993
| 0.548949
| 0.881522
| 1.437109
| 1
| 1
| 1
| 0
|
High
| 0
| 5
| 0
| 4
| 2
| 4
| 0
|
10
| 53
| 36,640
|
High School
|
Professional
| 4
|
Married
|
Family_Formation
| 1
| 1
| 0
|
Southwest
| 1.276798
| 4
| 2
| 0.5
| 2
| 1.36014
| 0.263546
| 1
| 0.403607
| 1
| 0
| 0
| 1
| 0
| 0
| 1
| 2
| 56
| 3.55896
| 0
| 714
| 111,011
| 1
| 3
| 3.211256
|
2024-02-01
| 67
| 4
| null | 999
| 2
| 1
| 3.810652
| 2.12325
| 81.436374
| 0.465998
| 4.508113
| 5.948161
| 6.279709
| 0.875173
| 0.664037
| 0.760661
| 0.305915
| 0.529207
| 1.596578
| 1
| 0
| 1
| 0
|
Medium
| 1
| 5
| 1
| 2
| 3
| 4
| 2
|
11
| 38
| 40,213
|
High School
|
Transportation
| 4
|
Married
|
Young_Professional
| 1
| 1
| 1
|
Southeast
| 1.608295
| 6
| 0
| 0
| 3
| 0.592791
| 0.296009
| 1
| 0.434892
| 0
| 0
| 0
| 0
| 0
| 1
| 0
| 1
| 17
| 11.992646
| 0
| 670
| 100,000
| 6
| 3
| 3.932394
|
2024-11-01
| 551
| 111
| null | 999
| 11
| 4
| 2.280295
| 1.203437
| 96.72074
| 0.573343
| 3.870665
| 8.178821
| 5.693862
| 0.024724
| 0.833655
| 0.767396
| 0.330832
| 1.001965
| 1.268702
| 1
| 1
| 1
| 1
|
Medium
| 1
| 9
| 1
| 4
| 2
| 4
| 2
|
12
| 38
| 124,614
|
Bachelor
|
Sales
| 1
|
Married
|
Young_Professional
| 0
| 2
| 0
|
Southwest
| 1.216092
| 4
| 1
| 0.25
| 4
| 2.470919
| 0.281309
| 1
| 0.327696
| 0
| 1
| 0
| 0
| 1
| 0
| 0
| 1
| 45
| 1.398291
| 0
| 900
| 0
| 0
| 0
| 4.02746
|
2024-10-19
| 48
| 12
| null | 999
| 10
| 4
| 4.813957
| 2.807819
| 120.665257
| 0.087051
| 7.160578
| 5.243258
| 7.577485
| 0.67032
| 0.664037
| 0.849262
| 0.385413
| 0.639248
| 0.453591
| 1
| 0
| 0
| 0
|
Medium
| 0
| 7
| 1
| 4
| 3
| 4
| 2
|
13
| 48
| 85,382
|
High School
|
Retired
| 2
|
Married
|
Established_Family
| 1
| 1
| 0
|
Southwest
| 1.505432
| 1
| 0
| 0
| 0
| 1.21765
| 0.352199
| 1
| 0.408881
| 3
| 0
| 0
| 0
| 0
| 1
| 0
| 1
| 5
| 2.242856
| 0
| 705
| 201,616
| 4
| 1
| 4.494862
|
2024-10-25
| 318
| 6
|
Job_Change
| 3
| 10
| 4
| 2.301129
| 2.596456
| 94.026309
| 0.2435
| 7.040914
| 8.695557
| 3.115442
| 0.818731
| 0.197375
| 0.821895
| 0.771089
| 0.66443
| 0.819581
| 1
| 1
| 1
| 0
|
High
| 1
| 6
| 1
| 1
| 3
| 2
| 0
|
14
| 18
| 97,588
|
Bachelor
|
Production
| 4
|
Divorced
|
Young_Professional
| 1
| 2
| 0
|
Southwest
| 1.092414
| 3
| 1
| 0.333333
| 2
| 2.429118
| 0.573312
| 6
| 0.378743
| 0
| 0
| 0
| 1
| 1
| 0
| 0
| 2
| 118
| 2.122701
| 0
| 766
| 287,900
| 37
| 3
| 6.060484
|
2024-12-13
| 312
| 134
| null | 999
| 12
| 4
| 4.49997
| 3.77338
| 99.708669
| 0.359464
| 4.934216
| 4.458245
| 7.936599
| 0.011486
| 0.53705
| 0.831567
| 0.912654
| 0.921452
| 1.558883
| 1
| 0
| 0
| 1
|
Medium
| 0
| 4
| 0
| 4
| 3
| 4
| 2
|
15
| 19
| 80,176
|
Bachelor
|
Production
| 1
|
Single
|
Young_Professional
| 1
| 2
| 0
|
Southwest
| 1.244592
| 2
| 1
| 0.5
| 3
| 4.945661
| 0.126955
| 1
| 0.526285
| 1
| 0
| 0
| 0
| 0
| 1
| 0
| 1
| 20
| 11.012097
| 0
| 900
| 251,241
| 4
| 0
| 6.042122
|
2024-09-05
| 76
| 57
|
Home_Purchase
| 47
| 9
| 3
| 5.915167
| 0.597513
| 102.602854
| 0.344191
| 4.483994
| 2.781644
| 7.422116
| 0.149569
| 0.379949
| 0.817342
| 0.862093
| 0.808198
| 0.327521
| 1
| 1
| 0
| 1
|
High
| 0
| 4
| 2
| 4
| 3
| 1
| 0
|
16
| 36
| 86,486
|
High School
|
Retired
| 3
|
Single
|
Family_Formation
| 1
| 0
| 1
|
Midwest
| 1.183383
| 4
| 0
| 0
| 1
| 2.922718
| 0.186269
| 1
| 0.321117
| 0
| 0
| 0
| 0
| 0
| 1
| 0
| 1
| 22
| 1.507486
| 0
| 819
| 115,075
| 15
| 2
| 5.138915
|
2024-06-16
| 226
| 19
|
Child_Birth
| 33
| 6
| 2
| 6.937533
| 3.7811
| 90.332684
| 0.301329
| 4.810673
| 5.609368
| 5.882654
| 0.530819
| 0.664037
| 0.822825
| 0.173854
| 0.886083
| 1.167831
| 0
| 1
| 1
| 1
|
Medium
| 1
| 6
| 2
| 2
| 0
| 0
| 2
|
17
| 29
| 32,440
|
Bachelor
|
Production
| 1
|
Divorced
|
Family_Formation
| 0
| 4
| 0
|
Midwest
| 0.953326
| 5
| 0
| 0
| 6
| 1.512586
| 0.244243
| 3
| 0.560945
| 1
| 0
| 0
| 0
| 1
| 1
| 0
| 2
| 17
| 11.273251
| 0
| 626
| 0
| 0
| 0
| 3.493716
|
2024-04-14
| 74
| 26
| null | 999
| 4
| 2
| 5.005462
| 2.170613
| 97.788307
| 0.514752
| 5.91528
| 6.857091
| 8.113713
| 0.42035
| 0.761594
| 0.751849
| 1.076413
| 0.383588
| 0.507968
| 1
| 0
| 0
| 1
|
Medium
| 0
| 4
| 0
| 2
| 0
| 4
| 2
|
18
| 49
| 43,514
|
Bachelor
|
Production
| 2
|
Married
|
Established_Family
| 1
| 0
| 0
|
West
| 1.370208
| 3
| 1
| 0.333333
| 1
| 1.151504
| 0.33982
| 1
| 0.603388
| 1
| 0
| 0
| 0
| 1
| 0
| 0
| 1
| 3
| 1.697563
| 0
| 662
| 331,041
| 6
| 1
| 5.635719
|
2024-05-08
| 167
| 4
| null | 999
| 5
| 2
| 6.333346
| 2.500617
| 104.339398
| 0.601194
| 5.912961
| 4.832366
| 4.91024
| 0.875173
| 0.53705
| 0.773106
| 0.34515
| 1.253235
| 0.985381
| 0
| 1
| 0
| 1
|
Medium
| 0
| 4
| 1
| 1
| 4
| 4
| 2
|
19
| 31
| 27,066
|
Bachelor
|
Service
| 4
|
Single
|
Established_Family
| 1
| 3
| 0
|
Southwest
| 1.080606
| 0
| 0
| 0
| 3
| 2.847021
| 0.365961
| 4
| 0.49876
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 13
| 1.344018
| 0
| 730
| 601,283
| 39
| 3
| 6.257296
|
2024-01-25
| 157
| 16
| null | 999
| 1
| 1
| 3.263875
| 3.853585
| 117.821984
| 0.717679
| 3.25268
| 4.764136
| 7.796419
| 0.586646
| 0
| 0.73874
| 0.799379
| 1.008705
| 1.602637
| 1
| 1
| 1
| 1
|
High
| 0
| 8
| 2
| 1
| 3
| 4
| 0
|
20
| 23
| 43,204
|
High School
|
Education
| 2
|
Single
|
Young_Professional
| 1
| 4
| 0
|
West
| 1.055909
| 1
| 0
| 0
| 2
| 2.877041
| 0.149812
| 0
| 0.10573
| 1
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 24
| 0.909526
| 0
| 730
| 249,883
| 1
| 1
| 6.556028
|
2024-01-16
| 448
| 1
| null | 999
| 1
| 1
| 6.02407
| 2.35617
| 89.321795
| 0.325533
| 5.330358
| 3.810991
| 5.407049
| 0.967216
| 0.197375
| 0.772589
| 1.640045
| 1.089618
| 1.139724
| 1
| 1
| 1
| 1
|
High
| 1
| 0
| 2
| 4
| 4
| 4
| 0
|
21
| 66
| 73,899
|
High School
|
Sales
| 3
|
Married
|
Retirement
| 1
| 1
| 0
|
Northeast
| 1.320525
| 6
| 1
| 0.166667
| 0
| 4.477064
| 0.416162
| 0
| 0.460683
| 0
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 1
| 8.796298
| 0
| 670
| 104,833
| 2
| 2
| 2.592586
|
2024-01-18
| 304
| 1
| null | 999
| 1
| 1
| 5.278842
| 1.421863
| 121.161417
| 0.447885
| 1.082063
| 6.657937
| 7.433125
| 0.967216
| 0.833655
| 0.811441
| 0.409837
| 0.95404
| 1.164865
| 1
| 1
| 1
| 1
|
High
| 1
| 7
| 1
| 3
| 1
| 4
| 0
|
22
| 41
| 53,143
|
Master
|
Transportation
| 2
|
Married
|
Established_Family
| 1
| 2
| 0
|
Northeast
| 1.338449
| 2
| 0
| 0
| 2
| 0.574044
| 0.360122
| 1
| 0.215842
| 0
| 1
| 0
| 0
| 1
| 1
| 0
| 2
| 41
| 11.928248
| 0
| 623
| 297,588
| 20
| 1
| 6.258819
|
2024-01-05
| 303
| 3
|
Job_Change
| 105
| 1
| 1
| 5.986344
| 3.938587
| 87.205327
| 0.622884
| 4.438708
| 4.835835
| 4.943243
| 0.904837
| 0.379949
| 0.787576
| 0.373958
| 0.75447
| 1.175114
| 1
| 1
| 0
| 1
|
Medium
| 2
| 9
| 1
| 1
| 1
| 2
| 2
|
23
| 46
| 107,676
|
Master
|
Sales
| 3
|
Married
|
Established_Family
| 0
| 0
| 1
|
West
| 1.287716
| 5
| 0
| 0
| 2
| 3.01626
| 0.257007
| 0
| 0.298025
| 0
| 0
| 0
| 1
| 0
| 0
| 0
| 1
| 145
| 9.802307
| 0
| 842
| 0
| 0
| 2
| 4.793927
|
2024-04-15
| 89
| 1
| null | 999
| 4
| 2
| 6.180867
| 2.625087
| 130
| 0.694119
| 7.921477
| 6.566934
| 7.698116
| 0.967216
| 0.761594
| 0.838687
| 0
| 0.603936
| 1.36408
| 0
| 0
| 1
| 1
|
Medium
| 2
| 7
| 1
| 1
| 4
| 4
| 2
|
24
| 23
| 25,000
|
Master
|
Production
| 2
|
Married
|
Young_Professional
| 1
| 3
| 0
|
Southeast
| 1.47474
| 2
| 0
| 0
| 3
| 3.431378
| 0.140329
| 2
| 0.343468
| 2
| 0
| 0
| 0
| 0
| 1
| 1
| 2
| 65
| 6.132184
| 0
| 808
| 256,611
| 10
| 1
| 6.260134
|
2024-05-03
| 380
| 14
|
Marriage
| 7
| 5
| 2
| 3.858444
| 3.006043
| 107.645691
| 0.168121
| 7.779682
| 4.096198
| 5.895723
| 0.627089
| 0.379949
| 0.732993
| 1.57501
| 1.012888
| 1.070305
| 1
| 1
| 1
| 1
|
High
| 2
| 4
| 1
| 4
| 2
| 3
| 0
|
25
| 36
| 66,180
|
High School
|
Healthcare
| 2
|
Single
|
Family_Formation
| 1
| 2
| 0
|
Midwest
| 0.942246
| 3
| 0
| 0
| 4
| 3.329181
| 0.312902
| 2
| 0.604059
| 0
| 1
| 0
| 1
| 0
| 0
| 1
| 2
| 2
| 11.287994
| 0
| 682
| 253,428
| 2
| 1
| 5.769976
|
2024-04-14
| 515
| 206
| null | 999
| 4
| 2
| 3.965379
| 2.14716
| 89.316745
| 0.761491
| 9.0519
| 5.565901
| 7.047816
| 0.001042
| 0.53705
| 0.803456
| 0.421554
| 0.925069
| 1.38539
| 1
| 0
| 1
| 1
|
Medium
| 1
| 2
| 2
| 2
| 0
| 4
| 2
|
26
| 46
| 25,000
|
High School
|
Sales
| 4
|
Married
|
Family_Formation
| 0
| 4
| 1
|
Southwest
| 0.973819
| 3
| 0
| 0
| 4
| 3.966236
| 0.156328
| 1
| 0.526826
| 0
| 1
| 1
| 1
| 0
| 0
| 0
| 2
| 27
| 0.406118
| 17,179
| 636
| 0
| 0
| 3
| 3.804349
|
2024-07-24
| 153
| 56
| null | 999
| 7
| 3
| 3.370768
| 1.687707
| 94.195156
| 0.288566
| 2.782502
| 6.689367
| 5.496392
| 0.154638
| 0.53705
| 0.732993
| 1.231703
| 0.464381
| 1.765146
| 0
| 0
| 1
| 0
|
Medium
| 1
| 7
| 1
| 2
| 3
| 4
| 2
|
27
| 27
| 51,870
|
Bachelor
|
Management
| 1
|
Divorced
|
Family_Formation
| 1
| 0
| 0
|
Midwest
| 0.776971
| 1
| 0
| 0
| 3
| 2.290269
| 0.386744
| 0
| 0.458317
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 90
| 8.418799
| 0
| 869
| 291,496
| 63
| 0
| 4.554208
|
2024-07-27
| 287
| 17
| null | 999
| 7
| 3
| 5.721793
| 1.472846
| 98.630631
| 0.469866
| 6.855162
| 6.345638
| 6.165819
| 0.567414
| 0.197375
| 0.785821
| 0
| 0.780484
| 0.679376
| 0
| 1
| 0
| 1
|
Medium
| 0
| 3
| 0
| 2
| 0
| 4
| 2
|
28
| 50
| 76,435
|
Master
|
Transportation
| 2
|
Married
|
Young_Professional
| 0
| 1
| 0
|
Southwest
| 1.02043
| 1
| 0
| 0
| 2
| 1.364076
| 0.13224
| 2
| 0.275324
| 1
| 0
| 0
| 1
| 0
| 1
| 1
| 3
| 56
| 0.244282
| 0
| 837
| 0
| 0
| 1
| 8.179227
|
2024-12-13
| 249
| 1
|
Job_Change
| 365
| 12
| 4
| 5.391762
| 2.87799
| 95.231849
| 0.414472
| 7.028631
| 4.049141
| 4.653864
| 0.967216
| 0.197375
| 0.813883
| 0.535627
| 0.243566
| 1.466345
| 1
| 0
| 1
| 1
|
High
| 2
| 9
| 1
| 4
| 3
| 2
| 0
|
29
| 35
| 43,100
|
Master
|
Retired
| 1
|
Single
|
Family_Formation
| 1
| 1
| 0
|
Midwest
| 1.109916
| 2
| 1
| 0.5
| 2
| 1.814751
| 0.275996
| 1
| 0.234865
| 1
| 0
| 1
| 1
| 1
| 0
| 0
| 3
| 28
| 1.958189
| 23,742
| 674
| 182,252
| 69
| 0
| 7.148598
|
2024-07-20
| 85
| 25
|
Child_Birth
| 1
| 7
| 3
| 6.172994
| 2.959896
| 108.475065
| 0.542877
| 2.290237
| 5.127659
| 8.403837
| 0.434598
| 0.379949
| 0.772415
| 0.348887
| 1.003103
| 0.951686
| 0
| 0
| 0
| 0
|
Medium
| 2
| 6
| 2
| 2
| 0
| 0
| 2
|
30
| 40
| 68,232
|
Master
|
Education
| 2
|
Married
|
Empty_Nester
| 0
| 0
| 0
|
Midwest
| 0.697137
| 3
| 1
| 0.333333
| 2
| 2.179331
| 0.107643
| 1
| 0.067679
| 2
| 0
| 1
| 0
| 1
| 0
| 0
| 2
| 93
| 4.707003
| 43,852
| 739
| 0
| 0
| 1
| 6.30228
|
2024-07-01
| 31
| 53
| null | 999
| 7
| 3
| 7.263246
| 1.406807
| 100.512976
| 0.562037
| 1.794582
| 4.569216
| 9.533207
| 0.170902
| 0.53705
| 0.805666
| 0
| 0.29201
| 1.072095
| 0
| 0
| 0
| 0
|
Medium
| 2
| 0
| 1
| 0
| 0
| 4
| 2
|
31
| 35
| 27,561
|
High School
|
Service
| 5
|
Single
|
Young_Professional
| 0
| 1
| 0
|
West
| 0.602045
| 3
| 1
| 0.333333
| 2
| 4.013897
| 0.212586
| 2
| 0.488077
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 16
| 11.544322
| 0
| 654
| 0
| 0
| 4
| 1.186914
|
2024-10-12
| 13
| 34
|
Marriage
| 96
| 10
| 4
| 6.612674
| 3.278612
| 103.018787
| 0.667797
| 6.087269
| 3.251129
| 8.598245
| 0.321958
| 0.53705
| 0.740052
| 0.531457
| 0
| 1.6292
| 1
| 0
| 1
| 1
|
Medium
| 1
| 8
| 2
| 4
| 4
| 3
| 2
|
32
| 72
| 25,000
|
Master
|
Retired
| 1
|
Married
|
Retirement
| 0
| 2
| 0
|
Southwest
| 1.246525
| 5
| 0
| 0
| 2
| 0.963727
| 0.237879
| 4
| 0.105203
| 0
| 0
| 1
| 0
| 0
| 1
| 0
| 2
| 50
| 3.462137
| 21,707
| 900
| 0
| 0
| 0
| 3.098157
|
2024-11-10
| 163
| 4
| null | 999
| 11
| 4
| 6.738069
| 2.696659
| 130
| 0.536475
| 2.667733
| 4.936985
| 9.555281
| 0.875173
| 0.761594
| 0.732993
| 0.799187
| 0.203473
| 0.250545
| 0
| 0
| 0
| 0
|
Medium
| 2
| 6
| 1
| 3
| 3
| 4
| 2
|
33
| 44
| 68,474
|
Master
|
Service
| 2
|
Single
|
Empty_Nester
| 1
| 1
| 1
|
Southeast
| 1.320831
| 2
| 1
| 0.5
| 5
| 1.308958
| 0.184234
| 2
| 0.51955
| 2
| 3
| 1
| 0
| 1
| 1
| 0
| 3
| 179
| 6.544127
| 66,990
| 754
| 324,582
| 24
| 1
| 3.840205
|
2024-06-19
| 173
| 9
| null | 999
| 6
| 2
| 6.243148
| 2.026706
| 118.816651
| 0.579356
| 1
| 6.109327
| 5.414806
| 0.740818
| 0.379949
| 0.805922
| 0.724735
| 0.918296
| 0.760243
| 0
| 1
| 0
| 1
|
Medium
| 2
| 8
| 2
| 0
| 2
| 4
| 2
|
34
| 29
| 139,581
|
High School
|
Retired
| 4
|
Married
|
Young_Professional
| 0
| 1
| 0
|
West
| 1.224222
| 6
| 1
| 0.166667
| 2
| 0.517177
| 0.319573
| 1
| 0.074682
| 0
| 0
| 1
| 0
| 1
| 0
| 0
| 2
| 62
| 7.018253
| 16,022
| 724
| 0
| 0
| 3
| 7.91712
|
2024-10-09
| 7
| 14
| null | 999
| 10
| 4
| 5.193618
| 3.382903
| 86.171293
| 0.527136
| 4.585396
| 8.07569
| 6.449463
| 0.627089
| 0.833655
| 0.857472
| 0.467673
| 0.403237
| 1.803476
| 0
| 0
| 0
| 1
|
Medium
| 1
| 6
| 1
| 4
| 4
| 4
| 2
|
35
| 57
| 26,967
|
Bachelor
|
Management
| 2
|
Married
|
Empty_Nester
| 1
| 1
| 1
|
Midwest
| 1.086314
| 2
| 2
| 1
| 2
| 1.132979
| 0.105644
| 3
| 0.28693
| 1
| 1
| 0
| 1
| 0
| 0
| 1
| 2
| 5
| 9.112562
| 0
| 716
| 100,000
| 20
| 1
| 4.205014
|
2024-02-17
| 79
| 51
| null | 999
| 2
| 1
| 3.975736
| 1.286548
| 96.554686
| 0.381034
| 4.548666
| 8.38938
| 8.06547
| 0.182684
| 0.379949
| 0.738475
| 0.268228
| 0.741899
| 0.930233
| 1
| 0
| 1
| 1
|
Medium
| 0
| 3
| 1
| 0
| 0
| 4
| 2
|
36
| 26
| 102,060
|
Bachelor
|
Retired
| 2
|
Married
|
Young_Professional
| 1
| 2
| 0
|
Midwest
| 0.902075
| 2
| 0
| 0
| 1
| 2.904181
| 0.177318
| 1
| 0.498109
| 1
| 0
| 0
| 1
| 0
| 1
| 0
| 2
| 9
| 1.435602
| 0
| 892
| 100,000
| 5
| 1
| 8.237625
|
2024-10-06
| 196
| 48
| null | 999
| 10
| 4
| 3.164127
| 1.515259
| 118.165167
| 0.50738
| 7.121885
| 8.047309
| 4.889694
| 0.201897
| 0.379949
| 0.83481
| 0.388883
| 0.713699
| 1.066267
| 1
| 0
| 1
| 1
|
Medium
| 0
| 6
| 1
| 4
| 0
| 4
| 2
|
37
| 48
| 50,314
|
High School
|
Professional
| 1
|
Divorced
|
Established_Family
| 1
| 2
| 0
|
Midwest
| 0.821713
| 5
| 1
| 0.2
| 5
| 2.57014
| 0.089523
| 1
| 0.138134
| 1
| 1
| 1
| 0
| 1
| 0
| 1
| 3
| 33
| 6.061312
| 78,598
| 631
| 260,220
| 13
| 0
| 3.709759
|
2024-08-05
| 195
| 53
| null | 999
| 8
| 3
| 7.484497
| 3.298129
| 118.348478
| 0.22629
| 7.797506
| 4.924769
| 6.440875
| 0.170902
| 0.761594
| 0.783616
| 0.422766
| 0.4498
| 0.72523
| 0
| 1
| 0
| 1
|
Medium
| 1
| 5
| 0
| 1
| 0
| 4
| 2
|
38
| 18
| 25,000
|
Bachelor
|
Education
| 1
|
Married
|
Young_Professional
| 1
| 0
| 1
|
West
| 1.091876
| 4
| 0
| 0
| 1
| 0.916012
| 0.398581
| 0
| 0.394318
| 1
| 3
| 0
| 0
| 0
| 0
| 0
| 0
| 24
| 10.935766
| 0
| 654
| 141,649
| 23
| 0
| 5.757052
|
2024-07-07
| 350
| 12
|
Job_Change
| 210
| 7
| 3
| 4.485157
| 5.292901
| 96.267658
| 0.684308
| 7.157116
| 3.86453
| 8.703491
| 0.67032
| 0.664037
| 0.732993
| 0.429916
| 0.69308
| 0.520641
| 0
| 1
| 0
| 0
|
Medium
| 0
| 0
| 1
| 4
| 4
| 2
| 2
|
39
| 25
| 25,000
|
Master
|
Healthcare
| 3
|
Single
|
Family_Formation
| 0
| 0
| 1
|
Midwest
| 0.958822
| 4
| 0
| 0
| 3
| 0.525911
| 0.419591
| 0
| 0.55379
| 2
| 0
| 0
| 0
| 0
| 1
| 0
| 1
| 19
| 7.442269
| 0
| 897
| 0
| 0
| 2
| 4.673334
|
2024-01-16
| 32
| 10
|
Home_Purchase
| 60
| 1
| 1
| 3.199934
| 1.821153
| 103.049348
| 0.187745
| 4.777669
| 6.585961
| 6.813691
| 0.716531
| 0.664037
| 0.732993
| 0
| 0.369534
| 1.125425
| 0
| 0
| 1
| 1
|
Medium
| 2
| 2
| 2
| 2
| 0
| 1
| 2
|
40
| 47
| 49,487
|
Master
|
Education
| 4
|
Married
|
Empty_Nester
| 0
| 1
| 0
|
Midwest
| 0.808299
| 4
| 0
| 0
| 2
| 4.575755
| 0.285178
| 1
| 0.260114
| 1
| 1
| 0
| 0
| 1
| 1
| 0
| 2
| 22
| 9.178002
| 0
| 522
| 0
| 0
| 3
| 7.898317
|
2024-09-25
| 119
| 1
| null | 999
| 9
| 3
| 5.334524
| 3.751648
| 107.327602
| 0.378454
| 3.925616
| 4.043399
| 3.711183
| 0.967216
| 0.664037
| 0.782417
| 0.405586
| 0.445246
| 1.886116
| 1
| 0
| 0
| 1
|
Medium
| 2
| 0
| 1
| 0
| 0
| 4
| 2
|
41
| 56
| 38,458
|
Master
|
Healthcare
| 3
|
Widowed
|
Empty_Nester
| 1
| 1
| 0
|
Southwest
| 1.099952
| 2
| 0
| 0
| 3
| 2.169534
| 0.372932
| 2
| 0.064352
| 0
| 0
| 1
| 0
| 0
| 1
| 1
| 3
| 45
| 11.680203
| 16,261
| 867
| 116,290
| 75
| 2
| 5.745569
|
2024-12-28
| 23
| 6
| null | 999
| 12
| 4
| 7.270508
| 2.72769
| 87.782968
| 0.327586
| 3.400046
| 3.680617
| 7.348828
| 0.818731
| 0.379949
| 0.764166
| 0.1054
| 1.137719
| 1.201121
| 0
| 1
| 1
| 1
|
Medium
| 2
| 2
| 3
| 0
| 3
| 4
| 2
|
42
| 47
| 25,000
|
Bachelor
|
Production
| 4
|
Divorced
|
Established_Family
| 0
| 0
| 0
|
Northeast
| 1.324185
| 3
| 0
| 0
| 5
| 2.670065
| 0.451822
| 4
| 0.110051
| 1
| 0
| 0
| 0
| 1
| 0
| 1
| 2
| 115
| 1.78352
| 0
| 664
| 0
| 0
| 3
| 4.833554
|
2024-07-21
| 1
| 1
| null | 999
| 7
| 3
| 3.189312
| 0.599841
| 85.873732
| 0.597425
| 6.492654
| 6.909777
| 7.23407
| 0.967216
| 0.53705
| 0.732993
| 0.232549
| 0.428141
| 1.545496
| 0
| 0
| 0
| 1
|
Medium
| 0
| 4
| 0
| 1
| 1
| 4
| 2
|
43
| 43
| 25,000
|
Bachelor
|
Professional
| 3
|
Married
|
Established_Family
| 1
| 1
| 0
|
Midwest
| 0.969665
| 2
| 0
| 0
| 3
| 3.098439
| 0.234913
| 1
| 0.117618
| 0
| 0
| 1
| 1
| 1
| 0
| 0
| 3
| 18
| 2.96769
| 32,696
| 658
| 291,240
| 73
| 2
| 6.374895
|
2024-01-13
| 242
| 24
|
Job_Change
| 277
| 1
| 1
| 5.493306
| 3.892282
| 83.301575
| 0.546126
| 5.197769
| 6.949407
| 9.065147
| 0.449329
| 0.379949
| 0.732993
| 0
| 1.147007
| 1.332848
| 0
| 0
| 0
| 0
|
Medium
| 0
| 5
| 1
| 1
| 0
| 2
| 2
|
44
| 40
| 29,494
|
Bachelor
|
Service
| 4
|
Single
|
Family_Formation
| 1
| 1
| 0
|
West
| 0.971851
| 4
| 1
| 0.25
| 3
| 1.75249
| 0.119812
| 0
| 0.424453
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 61
| 3.616514
| 0
| 539
| 139,546
| 11
| 3
| 3.292957
|
2024-03-26
| 194
| 11
|
Home_Purchase
| 112
| 3
| 1
| 4.279578
| 1.194137
| 102.871914
| 0.418389
| 6.919572
| 5.072223
| 6.040647
| 0.693041
| 0.664037
| 0.744958
| 0.327423
| 0.837008
| 1.055149
| 1
| 1
| 1
| 0
|
High
| 0
| 8
| 2
| 2
| 4
| 1
| 0
|
45
| 22
| 55,065
|
Bachelor
|
Education
| 6
|
Married
|
Young_Professional
| 1
| 0
| 0
|
West
| 0.99679
| 7
| 1
| 0.142857
| 2
| 3.422972
| 0.293069
| 1
| 0.531965
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 66
| 8.211713
| 0
| 866
| 137,372
| 26
| 5
| 5.477159
|
2024-11-01
| 44
| 71
| null | 999
| 11
| 4
| 4.135966
| 2.788963
| 90.906979
| 0.912053
| 5.85546
| 1.881497
| 9.199641
| 0.093793
| 0.885352
| 0.790147
| 0.527373
| 0.866028
| 2
| 0
| 1
| 1
| 1
|
Medium
| 0
| 0
| 1
| 4
| 4
| 4
| 2
|
46
| 34
| 48,832
|
High School
|
Education
| 1
|
Married
|
Family_Formation
| 1
| 1
| 0
|
Southeast
| 1.331291
| 1
| 1
| 1
| 1
| 2.411154
| 0.113187
| 2
| 0.558298
| 0
| 0
| 0
| 0
| 0
| 0
| 1
| 1
| 12
| 4.352914
| 0
| 545
| 275,102
| 13
| 0
| 6.667349
|
2024-07-27
| 408
| 12
|
Marriage
| 179
| 7
| 3
| 6.768588
| 1.462402
| 114.811415
| 0.635475
| 6.977222
| 7.831646
| 6.585965
| 0.67032
| 0.197375
| 0.781452
| 0.227298
| 0.954316
| 0.471769
| 1
| 1
| 0
| 1
|
High
| 1
| 0
| 1
| 2
| 2
| 3
| 0
|
47
| 38
| 36,288
|
Master
|
Management
| 2
|
Divorced
|
Young_Professional
| 1
| 4
| 0
|
Northeast
| 0.779117
| 2
| 1
| 0.5
| 3
| 5.58912
| 0.445543
| 3
| 0.314836
| 0
| 1
| 0
| 0
| 1
| 0
| 0
| 1
| 100
| 7.525499
| 0
| 715
| 233,945
| 13
| 1
| 3.58498
|
2024-04-27
| 149
| 12
| null | 999
| 4
| 2
| 8.001731
| 4.615311
| 112.768242
| 0.653453
| 8.977758
| 8.460627
| 7.477036
| 0.67032
| 0.379949
| 0.759963
| 1.023645
| 0.573116
| 1.084462
| 1
| 1
| 0
| 1
|
Medium
| 2
| 3
| 0
| 4
| 1
| 4
| 2
|
48
| 60
| 55,333
|
High School
|
Management
| 1
|
Married
|
Empty_Nester
| 1
| 0
| 0
|
Northeast
| 1.160171
| 1
| 0
| 0
| 4
| 2.592412
| 0.569827
| 2
| 0.43249
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 24
| 4.201013
| 0
| 720
| 107,596
| 67
| 0
| 2.610033
|
2024-09-09
| 100
| 46
| null | 999
| 9
| 3
| 5.304129
| 2.876099
| 123.735567
| 0.558689
| 2.420926
| 8.827916
| 8.038504
| 0.215815
| 0.197375
| 0.790499
| 0
| 1.148009
| 0.423168
| 0
| 1
| 0
| 0
|
Medium
| 1
| 3
| 1
| 0
| 1
| 4
| 2
|
49
| 50
| 91,492
|
High School
|
Production
| 2
|
Divorced
|
Established_Family
| 1
| 3
| 0
|
Southeast
| 1.288276
| 3
| 1
| 0.333333
| 2
| 2.672121
| 0.358751
| 0
| 0.557805
| 1
| 1
| 0
| 0
| 0
| 0
| 1
| 1
| 6
| 1.173237
| 0
| 683
| 167,071
| 60
| 1
| 4.339824
|
2024-07-09
| 334
| 15
| null | 999
| 7
| 3
| 7.165814
| 2.49553
| 96.222038
| 0.760547
| 9.164856
| 7.801408
| 8.863035
| 0.606531
| 0.53705
| 0.826898
| 0.932267
| 1.300577
| 0.979105
| 1
| 1
| 1
| 0
|
High
| 1
| 4
| 0
| 1
| 2
| 4
| 0
|
50
| 18
| 62,098
|
High School
|
Education
| 2
|
Married
|
Young_Professional
| 1
| 1
| 0
|
West
| 1.085864
| 3
| 1
| 0.333333
| 2
| 1.735774
| 0.236223
| 1
| 0.498888
| 0
| 2
| 0
| 0
| 0
| 0
| 0
| 0
| 66
| 5.121692
| 0
| 553
| 296,783
| 21
| 1
| 3.67256
|
2024-06-29
| 112
| 42
|
Home_Purchase
| 188
| 6
| 2
| 6.634323
| 3.097823
| 96.3959
| 0.463747
| 3.218643
| 6.320932
| 6.674228
| 0.246597
| 0.53705
| 0.798847
| 0.77581
| 0.704297
| 0.898365
| 1
| 1
| 1
| 1
|
High
| 1
| 0
| 1
| 4
| 4
| 1
| 0
|
51
| 49
| 45,579
|
Master
|
Government
| 3
|
Single
|
Established_Family
| 1
| 1
| 0
|
Southeast
| 1.198086
| 2
| 0
| 0
| 1
| 2.274238
| 0.330811
| 2
| 0.736105
| 3
| 0
| 1
| 0
| 0
| 0
| 0
| 1
| 121
| 3.040333
| 53,001
| 818
| 107,131
| 3
| 2
| 6.5642
|
2024-08-26
| 133
| 42
| null | 999
| 8
| 3
| 5.000694
| 4.120533
| 73.056493
| 0.435507
| 7.803261
| 7.113998
| 6.843386
| 0.246597
| 0.379949
| 0.776462
| 0.625789
| 0.701468
| 1.563867
| 0
| 1
| 1
| 1
|
Medium
| 2
| 1
| 2
| 1
| 2
| 4
| 2
|
52
| 39
| 85,548
|
High School
|
Professional
| 2
|
Divorced
|
Young_Professional
| 1
| 3
| 0
|
Southwest
| 1.112966
| 7
| 0
| 0
| 1
| 1.090203
| 0.110388
| 0
| 0.182188
| 2
| 1
| 1
| 0
| 1
| 0
| 1
| 3
| 24
| 6.225976
| 32,316
| 840
| 184,116
| 6
| 1
| 4.605269
|
2024-05-26
| 244
| 107
|
Child_Birth
| 28
| 5
| 2
| 7.677166
| 2.422411
| 88.036494
| 0.594153
| 3.578902
| 6.49676
| 8.891886
| 0.02825
| 0.885352
| 0.822036
| 0.75482
| 0.85008
| 0.88731
| 0
| 1
| 0
| 1
|
Medium
| 1
| 5
| 0
| 4
| 3
| 0
| 2
|
53
| 34
| 27,559
|
Bachelor
|
Retired
| 2
|
Single
|
Young_Professional
| 1
| 1
| 0
|
Southwest
| 1.231965
| 3
| 1
| 0.333333
| 1
| 3.584112
| 0.606543
| 1
| 0.601378
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 58
| 0.924104
| 0
| 699
| 245,833
| 59
| 1
| 3.200596
|
2024-02-12
| 134
| 25
| null | 999
| 2
| 1
| 6.508168
| 2.500487
| 98.953206
| 0.736029
| 4.656914
| 6.141978
| 6.29692
| 0.434598
| 0.53705
| 0.740047
| 0.563833
| 0.90335
| 0.309772
| 1
| 1
| 1
| 1
|
High
| 0
| 6
| 2
| 4
| 3
| 4
| 0
|
54
| 54
| 42,832
|
PhD
|
Retired
| 1
|
Married
|
Family_Formation
| 0
| 2
| 1
|
Southeast
| 1.034912
| 3
| 1
| 0.333333
| 6
| 1.071884
| 0.217012
| 1
| 0.283645
| 0
| 0
| 1
| 1
| 0
| 0
| 0
| 2
| 13
| 5.369388
| 29,710
| 681
| 0
| 0
| 0
| 3.185465
|
2024-02-09
| 819
| 10
|
Job_Change
| 36
| 2
| 1
| 4.088967
| 3.587815
| 106.114772
| 0.28023
| 3.536474
| 7.5956
| 8.452681
| 0.716531
| 0.53705
| 0.771963
| 0.238368
| 0.482902
| 0.40608
| 0
| 0
| 0
| 1
|
Medium
| 3
| 6
| 1
| 2
| 2
| 2
| 2
|
55
| 60
| 43,449
|
Bachelor
|
Professional
| 1
|
Divorced
|
Established_Family
| 0
| 3
| 1
|
Southeast
| 1.289297
| 4
| 0
| 0
| 0
| 1.911539
| 0.280523
| 2
| 0.571012
| 1
| 0
| 0
| 1
| 0
| 0
| 0
| 1
| 149
| 4.972471
| 0
| 737
| 0
| 0
| 0
| 7.38098
|
2024-04-14
| 157
| 35
|
Child_Birth
| 106
| 4
| 2
| 4.35408
| 3.909457
| 90.634598
| 0.477318
| 4.850799
| 4.107994
| 5.439478
| 0.311403
| 0.664037
| 0.772998
| 0.959445
| 0.134908
| 0.517533
| 1
| 0
| 0
| 0
|
Medium
| 0
| 5
| 0
| 1
| 2
| 0
| 2
|
56
| 58
| 25,000
|
High School
|
Production
| 1
|
Widowed
|
Retirement
| 1
| 2
| 1
|
Northeast
| 1.07589
| 2
| 1
| 0.5
| 3
| 3.124699
| 0.227998
| 1
| 0.414499
| 1
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 56
| 10.400434
| 0
| 655
| 434,692
| 19
| 0
| 7.818709
|
2024-03-06
| 90
| 91
|
Job_Change
| 178
| 3
| 1
| 4.336907
| 2.005771
| 111.773942
| 0.601756
| 6.543658
| 6.58643
| 5.386665
| 0.048155
| 0.379949
| 0.732993
| 0.48607
| 1.160549
| 0.641706
| 1
| 1
| 0
| 0
|
High
| 1
| 4
| 3
| 3
| 1
| 2
| 0
|
57
| 32
| 38,104
|
Bachelor
|
Transportation
| 2
|
Married
|
Family_Formation
| 0
| 2
| 0
|
Northeast
| 1.153039
| 5
| 1
| 0.2
| 7
| 4.919577
| 0.30407
| 1
| 0.157606
| 0
| 0
| 0
| 0
| 0
| 0
| 1
| 1
| 37
| 4.318864
| 0
| 674
| 0
| 0
| 1
| 1.925199
|
2024-05-09
| 80
| 23
| null | 999
| 5
| 2
| 6.021287
| 4.196824
| 105.47498
| 0.283862
| 1.321265
| 4.903065
| 7.755169
| 0.464559
| 0.761594
| 0.763497
| 0.592419
| 0.387998
| 0.692448
| 1
| 0
| 1
| 0
|
Medium
| 0
| 9
| 1
| 2
| 1
| 4
| 2
|
58
| 40
| 25,000
|
High School
|
Transportation
| 2
|
Married
|
Established_Family
| 1
| 4
| 0
|
West
| 0.929545
| 4
| 0
| 0
| 6
| 6.066758
| 0.335974
| 3
| 0.233167
| 1
| 0
| 0
| 0
| 0
| 1
| 0
| 1
| 20
| 6.919301
| 0
| 900
| 184,090
| 53
| 1
| 4.587506
|
2024-08-15
| 418
| 3
|
Retirement
| 6
| 8
| 3
| 5.80801
| 3.865893
| 70
| 0.418177
| 8.047543
| 7.808153
| 8.87351
| 0.904837
| 0.664037
| 0.732993
| 1.272164
| 0.579016
| 0.496731
| 1
| 1
| 1
| 1
|
High
| 1
| 9
| 1
| 1
| 4
| 5
| 0
|
59
| 49
| 154,400
|
High School
|
Transportation
| 1
|
Married
|
Established_Family
| 1
| 5
| 0
|
West
| 1.149064
| 5
| 0
| 0
| 4
| 4.460971
| 0.428074
| 4
| 0.337714
| 2
| 0
| 0
| 0
| 1
| 0
| 0
| 1
| 68
| 9.854503
| 0
| 780
| 696,009
| 11
| 0
| 8.916917
|
2024-04-30
| 244
| 11
| null | 999
| 4
| 2
| 3.737587
| 3.846816
| 106.670181
| 0.386516
| 3.296855
| 7.025352
| 5.80753
| 0.693041
| 0.761594
| 0.864775
| 1.271825
| 0.985871
| 1.347188
| 1
| 1
| 0
| 1
|
Medium
| 1
| 9
| 1
| 1
| 4
| 4
| 2
|
60
| 59
| 27,932
|
Master
|
Production
| 4
|
Married
|
Established_Family
| 1
| 0
| 0
|
Midwest
| 0.973223
| 4
| 1
| 0.25
| 3
| 3.425808
| 0.348886
| 3
| 0.359985
| 0
| 1
| 1
| 0
| 0
| 0
| 1
| 2
| 43
| 5.120059
| 13,964
| 676
| 385,325
| 0
| 3
| 4.89141
|
2024-08-07
| 295
| 29
| null | 999
| 8
| 3
| 6.436469
| 1.454273
| 124.611509
| 0.521494
| 5.270763
| 5.873425
| 6.38026
| 0.380349
| 0.664037
| 0.74102
| 0
| 0.577975
| 1.432798
| 0
| 1
| 1
| 0
|
Medium
| 2
| 4
| 1
| 1
| 0
| 4
| 2
|
61
| 37
| 126,965
|
High School
|
Service
| 3
|
Married
|
Family_Formation
| 1
| 5
| 0
|
Southwest
| 1.327143
| 1
| 0
| 0
| 1
| 4.699911
| 0.173253
| 2
| 0.491822
| 0
| 0
| 0
| 0
| 0
| 0
| 1
| 1
| 5
| 1.204237
| 0
| 878
| 231,667
| 86
| 2
| 6.065525
|
2024-10-17
| 139
| 19
| null | 999
| 10
| 4
| 5.697958
| 4.110376
| 112.811663
| 0.5719
| 4.461063
| 3.290788
| 5.024319
| 0.530819
| 0.197375
| 0.850615
| 1.57136
| 0.854831
| 1.088352
| 1
| 1
| 1
| 0
|
Medium
| 1
| 8
| 1
| 2
| 3
| 4
| 2
|
62
| 42
| 50,153
|
Bachelor
|
Professional
| 2
|
Divorced
|
Family_Formation
| 0
| 2
| 0
|
Southeast
| 1.312599
| 6
| 1
| 0.166667
| 2
| 2.889844
| 0.197718
| 1
| 0.339903
| 0
| 0
| 0
| 0
| 1
| 0
| 0
| 1
| 27
| 10.427536
| 0
| 648
| 0
| 0
| 1
| 3.698462
|
2024-12-08
| 190
| 29
|
Retirement
| 36
| 12
| 4
| 2.904497
| 2.471011
| 106.109214
| 0.478896
| 1.359047
| 4.391303
| 7.64824
| 0.380349
| 0.833655
| 0.783384
| 0.529115
| 0.881647
| 0.903321
| 1
| 0
| 0
| 1
|
Medium
| 0
| 5
| 0
| 2
| 2
| 5
| 2
|
63
| 28
| 68,797
|
Bachelor
|
Management
| 4
|
Widowed
|
Young_Professional
| 1
| 0
| 0
|
West
| 1.022953
| 7
| 1
| 0.142857
| 1
| 4.36525
| 0.192974
| 3
| 0.636234
| 0
| 1
| 0
| 1
| 0
| 0
| 0
| 1
| 7
| 9.655161
| 0
| 638
| 417,712
| 23
| 3
| 8.456448
|
2024-01-11
| 690
| 43
|
Retirement
| 276
| 1
| 1
| 3.706564
| 3.166428
| 128.33752
| 0.220574
| 4.606504
| 8.486924
| 5.37748
| 0.238513
| 0.885352
| 0.806263
| 0
| 0.376406
| 1.869396
| 0
| 0
| 1
| 1
|
Medium
| 0
| 3
| 3
| 4
| 4
| 5
| 2
|
64
| 27
| 36,560
|
High School
|
Healthcare
| 6
|
Divorced
|
Young_Professional
| 0
| 2
| 0
|
Southwest
| 1.257998
| 1
| 0
| 0
| 1
| 1.959812
| 0.135607
| 0
| 0.353339
| 0
| 0
| 0
| 1
| 0
| 1
| 0
| 2
| 64
| 9.61756
| 0
| 857
| 0
| 0
| 5
| 3.1923
|
2024-05-07
| 115
| 12
|
Marriage
| 237
| 5
| 2
| 7.618571
| 1.880893
| 88.267319
| 0.77314
| 4.082671
| 7.071891
| 7.973858
| 0.67032
| 0.197375
| 0.760503
| 0.740187
| 0.509554
| 1.80763
| 1
| 0
| 1
| 1
|
Medium
| 1
| 2
| 0
| 4
| 3
| 3
| 2
|
65
| 57
| 55,534
|
Bachelor
|
Management
| 1
|
Single
|
Empty_Nester
| 0
| 4
| 0
|
West
| 1.215763
| 4
| 1
| 0.25
| 1
| 2.804729
| 0.132932
| 2
| 0.37404
| 0
| 0
| 0
| 1
| 0
| 1
| 1
| 3
| 12
| 3.191561
| 0
| 688
| 0
| 0
| 0
| 3.673158
|
2024-01-26
| 7
| 45
| null | 999
| 1
| 1
| 6.401076
| 3.541223
| 115.916008
| 0.926252
| 5.388443
| 2.943062
| 7.203567
| 0.22313
| 0.664037
| 0.790761
| 1.265113
| 0
| 0.694459
| 1
| 0
| 0
| 1
|
Medium
| 0
| 3
| 2
| 0
| 4
| 4
| 2
|
66
| 65
| 72,424
|
High School
|
Healthcare
| 2
|
Married
|
Retirement
| 1
| 1
| 0
|
Southeast
| 1.219858
| 1
| 0
| 0
| 2
| 3.702494
| 0.301629
| 1
| 0.443726
| 1
| 0
| 1
| 0
| 1
| 0
| 0
| 2
| 22
| 10.725845
| 20,507
| 720
| 143,230
| 46
| 1
| 8.153303
|
2024-07-01
| 32
| 13
| null | 999
| 7
| 3
| 3.385866
| 1.33877
| 91.597403
| 0.393937
| 6.797319
| 5.380539
| 4.958787
| 0.648344
| 0.197375
| 0.809981
| 0.435805
| 1.175175
| 1.525969
| 0
| 1
| 0
| 1
|
Medium
| 1
| 2
| 1
| 3
| 2
| 4
| 2
|
67
| 43
| 73,037
|
Bachelor
|
Sales
| 6
|
Married
|
Established_Family
| 1
| 3
| 0
|
Southeast
| 0.878566
| 9
| 1
| 0.111111
| 2
| 3.504852
| 0.386515
| 0
| 0.529023
| 1
| 3
| 0
| 0
| 0
| 0
| 0
| 0
| 86
| 8.433833
| 0
| 823
| 132,823
| 7
| 5
| 4.916844
|
2024-01-26
| 53
| 7
| null | 999
| 1
| 1
| 4.022683
| 1.416881
| 100.05986
| 0.279216
| 6.805161
| 6.740997
| 5.864812
| 0.79189
| 0.946806
| 0.810591
| 0.822187
| 0.159053
| 2
| 1
| 1
| 1
| 0
|
High
| 0
| 7
| 1
| 1
| 2
| 4
| 0
|
68
| 60
| 78,031
|
Bachelor
|
Sales
| 1
|
Married
|
Empty_Nester
| 1
| 0
| 0
|
Northeast
| 1.19251
| 4
| 2
| 0.5
| 3
| 1.550365
| 0.349358
| 0
| 0.291716
| 1
| 0
| 1
| 1
| 0
| 0
| 1
| 3
| 97
| 10.758591
| 28,407
| 752
| 171,118
| 1
| 0
| 5.162864
|
2024-04-28
| 12
| 71
|
Child_Birth
| 5
| 4
| 2
| 3.073591
| 4.031956
| 98.897813
| 0.469257
| 4.303204
| 5.467746
| 6.575727
| 0.093793
| 0.664037
| 0.815379
| 0
| 0.860854
| 0.782597
| 0
| 0
| 0
| 1
|
Medium
| 0
| 7
| 1
| 0
| 1
| 0
| 2
|
69
| 50
| 39,300
|
High School
|
Government
| 1
|
Single
|
Family_Formation
| 1
| 2
| 1
|
Midwest
| 1.081167
| 3
| 0
| 0
| 4
| 6.323813
| 0.461045
| 4
| 0.349666
| 1
| 2
| 0
| 0
| 0
| 0
| 0
| 0
| 46
| 2.177638
| 0
| 760
| 197,235
| 21
| 0
| 3.802554
|
2024-12-01
| 1
| 33
| null | 999
| 12
| 4
| 6.341151
| 4.742042
| 105.123743
| 0.605687
| 5.23065
| 7.183556
| 5.351825
| 0.332871
| 0.53705
| 0.765734
| 0.715885
| 1.021407
| 0.865042
| 1
| 1
| 0
| 1
|
Medium
| 1
| 1
| 2
| 2
| 0
| 4
| 2
|
70
| 35
| 36,745
|
Bachelor
|
Management
| 2
|
Married
|
Family_Formation
| 1
| 1
| 0
|
Northeast
| 0.959999
| 3
| 0
| 0
| 0
| 2.344575
| 0.218717
| 1
| 0.615188
| 0
| 0
| 0
| 1
| 1
| 0
| 1
| 3
| 44
| 1.193615
| 0
| 781
| 187,881
| 2
| 1
| 3.336255
|
2024-09-02
| 1
| 65
|
Home_Purchase
| 7
| 9
| 3
| 4.948569
| 4.795453
| 102.421719
| 0.227103
| 3.089911
| 8.287097
| 7.43895
| 0.114559
| 0.53705
| 0.760868
| 0
| 0.733557
| 0.929096
| 1
| 0
| 0
| 1
|
Medium
| 0
| 3
| 1
| 2
| 1
| 1
| 2
|
71
| 50
| 25,000
|
High School
|
Management
| 2
|
Single
|
Family_Formation
| 0
| 1
| 0
|
West
| 1.289439
| 3
| 0
| 0
| 2
| 4.578968
| 0.364834
| 4
| 0.356528
| 1
| 0
| 1
| 1
| 0
| 1
| 0
| 3
| 64
| 4.737544
| 23,649
| 757
| 0
| 0
| 1
| 5.86515
|
2024-05-05
| 328
| 14
| null | 999
| 5
| 2
| 6.463317
| 2.428045
| 88.788409
| 0.751888
| 5.408963
| 6.677642
| 5.953708
| 0.627089
| 0.53705
| 0.732993
| 0.400352
| 0.41922
| 1.118352
| 0
| 0
| 1
| 0
|
Medium
| 1
| 3
| 2
| 2
| 4
| 4
| 2
|
72
| 68
| 67,099
|
Bachelor
|
Retired
| 1
|
Married
|
Retirement
| 1
| 0
| 0
|
Northeast
| 1.189671
| 3
| 0
| 0
| 5
| 1.741584
| 0.175287
| 0
| 0.336131
| 0
| 0
| 1
| 0
| 0
| 0
| 0
| 1
| 56
| 3.357679
| 7,176
| 656
| 122,200
| 10
| 0
| 6.458338
|
2024-11-19
| 252
| 72
|
Retirement
| 18
| 11
| 4
| 6.699497
| 4.256959
| 122.079011
| 0.443349
| 4.316331
| 4.884954
| 4.517831
| 0.090718
| 0.53705
| 0.804454
| 0.245457
| 0.776159
| 0.770193
| 0
| 1
| 0
| 0
|
Medium
| 0
| 6
| 1
| 3
| 1
| 5
| 2
|
73
| 44
| 93,847
|
Master
|
Production
| 2
|
Single
|
Young_Professional
| 0
| 1
| 1
|
Southeast
| 0.985402
| 3
| 0
| 0
| 4
| 1.206364
| 0.32375
| 2
| 0.564781
| 1
| 1
| 0
| 0
| 0
| 0
| 1
| 1
| 29
| 4.89495
| 0
| 872
| 0
| 0
| 1
| 4.841324
|
2024-08-19
| 710
| 114
| null | 999
| 8
| 3
| 5.847604
| 2.029699
| 105.32286
| 0.236143
| 5.402792
| 6.527777
| 6.267292
| 0.022371
| 0.53705
| 0.828738
| 0.024527
| 0.54726
| 1.055033
| 1
| 0
| 1
| 0
|
Medium
| 2
| 4
| 2
| 4
| 2
| 4
| 2
|
74
| 68
| 129,261
|
Bachelor
|
Management
| 2
|
Married
|
Retirement
| 1
| 2
| 1
|
Southeast
| 1.549402
| 3
| 0
| 0
| 1
| 0.644307
| 0.73417
| 2
| 0.346725
| 0
| 1
| 0
| 1
| 0
| 0
| 0
| 1
| 93
| 3.639484
| 0
| 900
| 208,239
| 1
| 1
| 5.397394
|
2024-11-24
| 190
| 47
|
Retirement
| 1
| 11
| 4
| 4.875053
| 3.220762
| 105.068999
| 0.605563
| 5.776509
| 5.656914
| 4.609801
| 0.20874
| 0.53705
| 0.851912
| 0.494265
| 0.717131
| 1.153501
| 1
| 0
| 1
| 1
|
Medium
| 0
| 3
| 1
| 3
| 2
| 5
| 2
|
75
| 18
| 58,870
|
Master
|
Management
| 4
|
Married
|
Young_Professional
| 1
| 1
| 1
|
Midwest
| 1.04136
| 3
| 0
| 0
| 4
| 4.716538
| 0.303233
| 0
| 0.575752
| 2
| 0
| 0
| 1
| 1
| 0
| 0
| 2
| 27
| 11.700494
| 0
| 829
| 266,938
| 13
| 3
| 4.045313
|
2024-09-14
| 235
| 6
|
Job_Change
| 25
| 9
| 3
| 9.50134
| 2.717265
| 107.01535
| 0.369534
| 5.655414
| 4.926401
| 6.592045
| 0.818731
| 0.53705
| 0.794984
| 0.420969
| 1.063285
| 1.375429
| 1
| 0
| 0
| 1
|
Medium
| 2
| 3
| 1
| 4
| 0
| 2
| 2
|
76
| 57
| 30,949
|
Bachelor
|
Government
| 3
|
Married
|
Established_Family
| 1
| 2
| 0
|
Northeast
| 1.052309
| 5
| 1
| 0.2
| 3
| 2.118266
| 0.159857
| 1
| 0.401084
| 0
| 0
| 0
| 1
| 0
| 0
| 0
| 1
| 8
| 4.946833
| 0
| 752
| 122,894
| 2
| 2
| 6.65454
|
2024-02-24
| 81
| 8
|
Job_Change
| 147
| 2
| 1
| 4.842247
| 1.123858
| 87.820547
| 0.175709
| 2.129745
| 4.930171
| 5.64841
| 0.765928
| 0.761594
| 0.748443
| 0.483282
| 0.809563
| 1.378678
| 1
| 0
| 1
| 1
|
High
| 0
| 1
| 1
| 1
| 1
| 2
| 0
|
77
| 46
| 25,000
|
PhD
|
Transportation
| 4
|
Married
|
Family_Formation
| 1
| 1
| 0
|
West
| 1.287139
| 6
| 0
| 0
| 0
| 2.503974
| 0.275008
| 1
| 0.718262
| 2
| 0
| 1
| 0
| 0
| 0
| 0
| 1
| 90
| 4.499179
| 28,087
| 610
| 320,839
| 3
| 3
| 9.427386
|
2024-04-08
| 72
| 81
| null | 999
| 4
| 2
| 3.189702
| 2.315368
| 87.217437
| 0.359552
| 3.51282
| 6.218405
| 8.244776
| 0.067206
| 0.833655
| 0.732993
| 0.219767
| 1.057584
| 1.886714
| 0
| 1
| 1
| 1
|
Medium
| 3
| 9
| 1
| 2
| 4
| 4
| 2
|
78
| 40
| 91,582
|
High School
|
Professional
| 2
|
Married
|
Established_Family
| 0
| 2
| 0
|
Northeast
| 1.191486
| 3
| 0
| 0
| 4
| 4.934789
| 0.186191
| 0
| 0.498452
| 1
| 0
| 0
| 0
| 1
| 1
| 0
| 2
| 21
| 4.848996
| 0
| 729
| 0
| 0
| 1
| 4.38868
|
2024-08-29
| 78
| 19
| null | 999
| 8
| 3
| 3.524023
| 4.891414
| 84.296022
| 0.633414
| 5.253307
| 6.921733
| 8.531485
| 0.530819
| 0.53705
| 0.826969
| 0.645687
| 0.071004
| 0.625863
| 1
| 0
| 0
| 0
|
Medium
| 1
| 5
| 1
| 1
| 1
| 4
| 2
|
79
| 46
| 25,000
|
Master
|
Government
| 2
|
Married
|
Empty_Nester
| 1
| 2
| 0
|
Southeast
| 1.154824
| 2
| 0
| 0
| 0
| 0.752406
| 0.410475
| 1
| 0.472866
| 2
| 1
| 1
| 1
| 0
| 1
| 1
| 4
| 63
| 10.585533
| 60,620
| 684
| 348,379
| 10
| 1
| 5.948385
|
2024-12-19
| 33
| 17
| null | 999
| 12
| 4
| 5.325393
| 3.965903
| 116.28448
| 0.458968
| 3.743193
| 6.913996
| 6.830688
| 0.567414
| 0.379949
| 0.732993
| 0.827826
| 1.026733
| 1.119157
| 0
| 0
| 1
| 1
|
Medium
| 2
| 1
| 1
| 0
| 2
| 4
| 2
|
80
| 18
| 39,960
|
Bachelor
|
Sales
| 2
|
Married
|
Family_Formation
| 0
| 2
| 1
|
Southwest
| 1.328176
| 3
| 0
| 0
| 2
| 1.283349
| 0.287236
| 1
| 0.173614
| 1
| 0
| 1
| 0
| 1
| 0
| 0
| 2
| 27
| 6.940525
| 26,041
| 748
| 0
| 0
| 1
| 5.414173
|
2024-10-13
| 219
| 31
|
Job_Change
| 34
| 10
| 4
| 3.481626
| 2.430069
| 111.038025
| 0.302149
| 4.822373
| 6.312414
| 7.357386
| 0.355819
| 0.53705
| 0.766939
| 0.738341
| 0.251298
| 1.217288
| 0
| 0
| 0
| 1
|
Medium
| 0
| 7
| 1
| 2
| 3
| 2
| 2
|
81
| 41
| 42,848
|
Master
|
Retired
| 1
|
Single
|
Established_Family
| 1
| 0
| 0
|
Midwest
| 0.732417
| 4
| 1
| 0.25
| 1
| 0.958714
| 0.321169
| 1
| 0.510304
| 0
| 0
| 1
| 0
| 0
| 0
| 0
| 1
| 2
| 8.445586
| 28,760
| 714
| 265,808
| 0
| 0
| 4.725298
|
2024-10-05
| 154
| 25
|
Child_Birth
| 237
| 10
| 4
| 6.834984
| 4.158489
| 91.641496
| 0.311856
| 8.444139
| 5.48295
| 4.966316
| 0.434598
| 0.664037
| 0.77199
| 0
| 0.548268
| 0.76662
| 0
| 1
| 0
| 1
|
Medium
| 2
| 6
| 2
| 1
| 0
| 0
| 2
|
82
| 50
| 47,019
|
Master
|
Service
| 1
|
Married
|
Family_Formation
| 1
| 5
| 0
|
Midwest
| 0.88167
| 5
| 0
| 0
| 4
| 5.262178
| 0.382626
| 1
| 0.523847
| 0
| 1
| 0
| 0
| 1
| 0
| 1
| 2
| 101
| 5.241823
| 0
| 823
| 177,763
| 48
| 0
| 5.526177
|
2024-12-08
| 34
| 15
| null | 999
| 12
| 4
| 5.003171
| 3.283606
| 97.064313
| 0.660948
| 7.96809
| 5.127875
| 6.485475
| 0.606531
| 0.761594
| 0.778714
| 1.39203
| 1.218687
| 0.876982
| 1
| 1
| 0
| 1
|
Medium
| 2
| 8
| 1
| 2
| 0
| 4
| 2
|
83
| 67
| 50,085
|
Bachelor
|
Production
| 1
|
Single
|
Retirement
| 1
| 0
| 0
|
Northeast
| 1.142877
| 1
| 1
| 1
| 3
| 2.655029
| 0.333322
| 0
| 0.55438
| 1
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 32
| 3.376994
| 0
| 741
| 353,737
| 3
| 0
| 5.771721
|
2024-04-08
| 151
| 10
| null | 999
| 4
| 2
| 6.843247
| 2.086089
| 104.235023
| 0.904518
| 6.06614
| 6.414007
| 8.123113
| 0.716531
| 0.197375
| 0.783286
| 0.196184
| 0.638793
| 0.563126
| 0
| 1
| 0
| 0
|
Medium
| 0
| 4
| 2
| 3
| 1
| 4
| 2
|
84
| 37
| 53,257
|
Master
|
Management
| 1
|
Single
|
Family_Formation
| 1
| 1
| 0
|
Midwest
| 1.143008
| 3
| 1
| 0.333333
| 1
| 1.948651
| 0.249676
| 3
| 0.650397
| 0
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 21
| 11.728237
| 0
| 872
| 100,000
| 9
| 0
| 6.298464
|
2024-07-18
| 59
| 32
|
Retirement
| 80
| 7
| 3
| 6.286849
| 3.241137
| 90.371503
| 0.449336
| 4.626402
| 4.807675
| 9.069585
| 0.344154
| 0.53705
| 0.787731
| 0.239798
| 0.929753
| 0.636742
| 1
| 1
| 0
| 0
|
Medium
| 2
| 3
| 2
| 2
| 0
| 5
| 2
|
85
| 32
| 25,000
|
Bachelor
|
Sales
| 2
|
Single
|
Established_Family
| 1
| 1
| 0
|
Southeast
| 1.395972
| 2
| 1
| 0.5
| 3
| 2.673725
| 0.197617
| 0
| 0.2396
| 3
| 0
| 0
| 1
| 0
| 1
| 0
| 2
| 22
| 9.731279
| 0
| 746
| 152,520
| 5
| 1
| 5.058624
|
2024-07-25
| 222
| 40
| null | 999
| 7
| 3
| 6.020609
| 2.551691
| 83.074671
| 0.389278
| 5.598497
| 7.407692
| 10
| 0.263597
| 0.379949
| 0.732993
| 0.318393
| 0.880813
| 0.709231
| 1
| 0
| 1
| 1
|
Medium
| 0
| 7
| 2
| 1
| 2
| 4
| 2
|
86
| 37
| 49,453
|
Bachelor
|
Management
| 4
|
Single
|
Family_Formation
| 0
| 4
| 1
|
Southeast
| 1.176167
| 5
| 0
| 0
| 2
| 1.968258
| 0.362048
| 1
| 0.59327
| 2
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 3
| 11.586272
| 0
| 900
| 0
| 0
| 3
| 7.45518
|
2024-04-12
| 412
| 12
|
Home_Purchase
| 130
| 4
| 2
| 6.346001
| 2.938161
| 84.988924
| 0.882007
| 6.322898
| 6.655784
| 7.627433
| 0.67032
| 0.761594
| 0.782367
| 1.13353
| 0.176863
| 1.907792
| 1
| 0
| 1
| 1
|
Medium
| 0
| 3
| 2
| 2
| 2
| 1
| 2
|
87
| 58
| 25,000
|
Bachelor
|
Service
| 1
|
Married
|
Empty_Nester
| 0
| 1
| 0
|
Midwest
| 0.557787
| 6
| 1
| 0.166667
| 3
| 0.982223
| 0.29073
| 2
| 0.630722
| 1
| 0
| 0
| 0
| 1
| 0
| 1
| 2
| 3
| 0.155056
| 0
| 654
| 0
| 0
| 0
| 5.643245
|
2024-11-21
| 214
| 53
| null | 999
| 11
| 4
| 4.422018
| 3.181815
| 111.174318
| 0.515662
| 5.622233
| 8.082033
| 5.459299
| 0.170902
| 0.833655
| 0.732993
| 0.652495
| 0
| 0.986606
| 1
| 0
| 0
| 0
|
Medium
| 0
| 8
| 1
| 0
| 0
| 4
| 2
|
88
| 49
| 76,064
|
High School
|
Management
| 3
|
Married
|
Empty_Nester
| 0
| 2
| 0
|
Southwest
| 1.157383
| 5
| 0
| 0
| 1
| 2.94916
| 0.17067
| 1
| 0.328254
| 2
| 0
| 1
| 0
| 1
| 0
| 0
| 2
| 1
| 5.143028
| 29,127
| 844
| 0
| 0
| 2
| 5.811459
|
2024-12-05
| 755
| 1
| null | 999
| 12
| 4
| 4.227428
| 1.806844
| 86.866727
| 0.574327
| 9.86187
| 3.930183
| 6.400732
| 0.967216
| 0.761594
| 0.813531
| 1.064987
| 0.276726
| 1.514312
| 0
| 0
| 0
| 0
|
Medium
| 1
| 3
| 1
| 0
| 3
| 4
| 2
|
89
| 37
| 35,134
|
Bachelor
|
Service
| 4
|
Married
|
Family_Formation
| 1
| 1
| 0
|
Northeast
| 1.612091
| 6
| 0
| 0
| 4
| 1.387833
| 0.252633
| 2
| 0.526157
| 1
| 2
| 0
| 0
| 1
| 0
| 0
| 1
| 35
| 10.092662
| 0
| 697
| 305,909
| 17
| 3
| 3.570572
|
2024-04-24
| 243
| 30
|
Marriage
| 47
| 4
| 2
| 6.543404
| 2.766228
| 112.08922
| 0.36428
| 7.799633
| 6.111839
| 5.736355
| 0.367879
| 0.833655
| 0.757623
| 0.733068
| 0.980976
| 1.129603
| 1
| 1
| 0
| 1
|
Medium
| 0
| 8
| 1
| 2
| 1
| 3
| 2
|
90
| 52
| 25,000
|
PhD
|
Retired
| 1
|
Married
|
Established_Family
| 1
| 2
| 0
|
Southeast
| 1.598566
| 3
| 0
| 0
| 3
| 4.235949
| 0.103798
| 0
| 0.273881
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 55
| 3.01622
| 0
| 582
| 124,384
| 24
| 0
| 2.811894
|
2024-09-03
| 107
| 15
| null | 999
| 9
| 3
| 6.869756
| 1.528698
| 98.935475
| 0.168374
| 4.538291
| 6.365165
| 6.576882
| 0.606531
| 0.53705
| 0.732993
| 0.353675
| 1.020943
| 0.530105
| 1
| 1
| 0
| 0
|
Medium
| 3
| 6
| 1
| 1
| 2
| 4
| 2
|
91
| 46
| 30,075
|
Master
|
Professional
| 4
|
Married
|
Established_Family
| 1
| 2
| 0
|
Southwest
| 1.031811
| 1
| 0
| 0
| 3
| 2.994234
| 0.195602
| 2
| 0.198653
| 1
| 0
| 0
| 0
| 0
| 0
| 0
| 0
| 31
| 11.440904
| 0
| 674
| 363,888
| 11
| 3
| 4.469461
|
2024-02-05
| 360
| 74
|
Child_Birth
| 41
| 2
| 1
| 7.163023
| 1.426478
| 88.017598
| 0.261792
| 3.663038
| 5.384617
| 3.367067
| 0.084867
| 0.197375
| 0.74637
| 0.65954
| 0.960601
| 1.362493
| 1
| 1
| 1
| 0
|
Medium
| 2
| 5
| 1
| 1
| 3
| 0
| 2
|
92
| 59
| 34,820
|
Master
|
Production
| 4
|
Single
|
Empty_Nester
| 0
| 1
| 0
|
Southeast
| 1.658815
| 6
| 0
| 0
| 4
| 0.776948
| 0.493103
| 1
| 0.272053
| 0
| 0
| 1
| 0
| 0
| 0
| 0
| 1
| 27
| 8.394697
| 20,786
| 820
| 0
| 0
| 3
| 5.156012
|
2024-01-09
| 43
| 3
|
Child_Birth
| 238
| 1
| 1
| 5.621623
| 1.037098
| 99.402483
| 0.27613
| 6.323837
| 6.386315
| 7.182955
| 0.904837
| 0.833655
| 0.756974
| 0.528507
| 0.522666
| 1.717068
| 0
| 0
| 1
| 1
|
Medium
| 2
| 4
| 2
| 0
| 2
| 0
| 2
|
93
| 34
| 100,149
|
Bachelor
|
Transportation
| 1
|
Single
|
Young_Professional
| 1
| 1
| 0
|
West
| 1.363437
| 3
| 0
| 0
| 1
| 1.31368
| 0.156023
| 0
| 0.536616
| 0
| 1
| 0
| 0
| 1
| 0
| 0
| 1
| 23
| 0.866705
| 0
| 709
| 335,620
| 86
| 0
| 5.950467
|
2024-04-11
| 121
| 12
| null | 999
| 4
| 2
| 7.279528
| 1.229599
| 124.766129
| 0.193257
| 3.814828
| 5.432596
| 9.433093
| 0.67032
| 0.53705
| 0.833442
| 0.041702
| 0.995138
| 0.338947
| 1
| 1
| 0
| 1
|
Medium
| 0
| 9
| 2
| 4
| 4
| 4
| 2
|
94
| 40
| 55,159
|
Bachelor
|
Education
| 4
|
Married
|
Established_Family
| 1
| 3
| 0
|
Northeast
| 0.967605
| 2
| 0
| 0
| 3
| 3.293172
| 0.466454
| 2
| 0.54216
| 0
| 0
| 1
| 0
| 0
| 0
| 0
| 1
| 57
| 9.616655
| 86,782
| 648
| 113,697
| 1
| 3
| 8.734626
|
2024-07-24
| 31
| 46
| null | 999
| 7
| 3
| 2.220769
| 1.844155
| 76.110763
| 0.666426
| 8.367791
| 7.017404
| 7.512828
| 0.215815
| 0.379949
| 0.790271
| 0.840814
| 0.827186
| 1.631863
| 0
| 1
| 1
| 0
|
Medium
| 0
| 0
| 1
| 1
| 1
| 4
| 2
|
95
| 39
| 60,274
|
High School
|
Healthcare
| 4
|
Single
|
Family_Formation
| 0
| 0
| 0
|
Southwest
| 1.740079
| 3
| 0
| 0
| 1
| 2.48488
| 0.290953
| 2
| 0.35668
| 0
| 0
| 1
| 0
| 0
| 1
| 1
| 3
| 3
| 7.721536
| 29,851
| 723
| 0
| 0
| 3
| 6.781867
|
2024-02-13
| 534
| 2
| null | 999
| 2
| 1
| 5.583533
| 2.945881
| 94.405945
| 0.366294
| 5.638687
| 8.014422
| 7.955945
| 0.935507
| 0.53705
| 0.79669
| 0
| 0.777979
| 1.560453
| 0
| 0
| 1
| 1
|
Medium
| 1
| 2
| 2
| 2
| 3
| 4
| 2
|
96
| 23
| 99,581
|
High School
|
Healthcare
| 1
|
Married
|
Family_Formation
| 1
| 0
| 0
|
Midwest
| 0.835907
| 3
| 1
| 0.333333
| 2
| 2.972298
| 0.177068
| 2
| 0.403892
| 1
| 0
| 0
| 1
| 0
| 0
| 0
| 1
| 57
| 9.262071
| 0
| 774
| 137,261
| 8
| 0
| 4.952006
|
2024-02-07
| 321
| 1
| null | 999
| 2
| 1
| 4.406072
| 2.827638
| 99.39257
| 0.443711
| 7.216544
| 4.715855
| 6.662826
| 0.967216
| 0.53705
| 0.83303
| 0.132859
| 0.627882
| 0.613326
| 0
| 0
| 0
| 0
|
Medium
| 1
| 2
| 1
| 2
| 0
| 4
| 2
|
97
| 49
| 46,272
|
High School
|
Retired
| 4
|
Married
|
Empty_Nester
| 1
| 2
| 0
|
Midwest
| 1.124971
| 3
| 0
| 0
| 2
| 0.55073
| 0.175527
| 1
| 0.231016
| 2
| 0
| 1
| 1
| 0
| 1
| 1
| 4
| 16
| 11.132194
| 42,246
| 795
| 340,856
| 3
| 3
| 8.562556
|
2024-04-12
| 411
| 1
| null | 999
| 4
| 2
| 4.979479
| 3.765795
| 114.21534
| 0.809679
| 6.217766
| 4.821914
| 7.444245
| 0.967216
| 0.53705
| 0.777555
| 0.524976
| 0.724434
| 1.986392
| 0
| 0
| 1
| 1
|
Medium
| 1
| 6
| 1
| 0
| 0
| 4
| 2
|
End of preview. Expand
in Data Studio
Key Features
Primary Research Focus:
- Age vs Income correlation
- Occupation, Household size
- Marital Status
Dataset Highlights
- Dataset shape: (15000, 61)
- Number of features: 59
- Generation date: 2025-07-20 13:56:12.559153
- Random seed: 42
Feature Categories:
- Customer Profile: 7 features
- Asset Ownership: 6 features
- Behavioral: 5 features
- Product Portfolio: 5 features
- Temporal: 5 features
Data types:
- int64 41
- float64 20
- Name: count, dtype: int64
Perfect for:
- Kaggle competitions and datasets
- Data science portfolios
- Academic research papers
- HR analytics projects
- Machine learning practice
- Statistical analysis studies
- Downloads last month
- 7