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
14,901
36
47,469
High School
Sales
1
Single
Young_Professional
0
0
0
Northeast
0.945454
3
1
0.333333
4
1.081842
0.356646
0
0.292264
0
3
0
1
0
1
1
3
3
5.301672
0
695
0
0
0
1.304723
2024-09-23
1,000
24
null
999
9
3
2
4.85894
112.960094
0.265277
6.700189
5.603018
6.840654
0.449329
0.53705
0.779403
0
0.29913
0.371443
0
0
0
0
Medium
1
7
2
4
1
4
2
14,902
48
39,558
Master
Healthcare
4
Widowed
Established_Family
1
4
0
West
1.052349
4
1
0.25
3
1.43216
0.111485
1
0.269069
0
0
0
0
1
0
0
1
7
3.948664
0
674
105,117
27
3
4.43325
2024-10-12
239
2
null
999
10
4
7.775382
2.173501
91.286559
0.616638
7.723157
3.500535
6.955478
0.935507
0.664037
0.766208
0.938918
0.978789
1.607389
1
1
0
0
Medium
2
2
3
1
4
4
2
14,903
37
108,148
Bachelor
Education
4
Married
Family_Formation
0
1
0
Southwest
1.077306
6
2
0.333333
3
3.784591
0.362644
1
0.395953
0
0
0
1
0
1
0
2
31
2.031397
0
616
0
0
3
5.595077
2024-07-23
29
1
null
999
7
3
3.835049
4.67009
82.802943
0.647126
2.389704
4.637762
8.217806
0.967216
0.833655
0.839004
0.458472
0.3427
1.099422
1
0
1
1
High
0
0
1
2
3
4
0
14,904
41
46,812
High School
Professional
1
Divorced
Established_Family
1
1
0
Southeast
0.849621
4
1
0.25
2
0.727869
0.086997
0
0.386088
0
0
0
0
1
0
1
2
36
5.088961
0
766
328,012
11
0
2.609168
2024-12-06
17
28
Job_Change
35
12
4
6.389669
3.265578
100.253727
0.842071
2.322772
4.215157
8.217972
0.393241
0.664037
0.778394
0.37755
0.871864
0.460326
1
1
0
1
Medium
1
5
0
1
2
2
2
14,905
23
25,000
Bachelor
Professional
4
Married
Established_Family
1
1
0
Midwest
1.066574
2
0
0
4
3.66729
0.260027
0
0.392829
1
1
1
0
1
0
0
2
11
2.290126
100,000
883
373,990
12
3
7.289961
2024-08-07
89
73
null
999
8
3
3.311594
2.191835
96.289265
0.830254
5.836107
4.980299
4.90275
0.087744
0.379949
0.732993
0.395431
0.950528
1.479389
0
1
0
0
Medium
0
5
1
1
0
4
2
14,906
61
33,529
Master
Production
3
Single
Family_Formation
1
1
1
Southeast
1.39994
3
1
0.333333
2
4.829083
0.151911
0
0.468192
0
0
0
0
0
1
0
1
7
11.97757
0
799
258,683
72
2
6.201477
2024-03-09
295
1
null
999
3
1
4.027228
2.764463
130
0.412835
2.377243
5.929904
7.259492
0.967216
0.53705
0.754239
0.297304
1.112288
1.472619
1
1
1
1
High
2
4
2
2
2
4
0
14,907
52
25,000
PhD
Healthcare
4
Single
Established_Family
1
1
1
Midwest
0.438416
1
0
0
4
3.71037
0.232692
2
0.572826
2
0
1
0
0
0
0
1
15
7.249167
60,050
820
160,518
80
3
6.366988
2024-01-27
60
41
null
999
1
1
2.161941
2.807418
99.11973
0.751936
5.897626
4.436044
5.377917
0.254955
0.197375
0.732993
0.557949
0.902449
1.863694
0
1
1
1
Medium
3
2
2
1
0
4
2
14,908
56
42,744
Master
Education
2
Divorced
Empty_Nester
1
1
1
Midwest
0.79635
2
0
0
3
0.539505
0.150708
0
0.213941
1
0
1
1
0
0
0
2
1
11.290045
15,689
810
205,124
22
1
3.783237
2024-06-11
32
6
null
999
6
2
3.259168
3.262902
107.327361
0.221547
7.117112
6.842256
7.958458
0.818731
0.379949
0.771814
0.421111
0.966031
0.912277
0
0
1
0
Medium
2
0
0
0
0
4
2
14,909
64
73,389
High School
Government
1
Married
Young_Professional
0
2
0
Southwest
1.188328
3
0
0
2
2.275186
0.337604
0
0.298419
2
1
0
1
1
0
0
2
11
7.720098
0
590
0
0
0
1.31805
2024-10-17
418
96
null
999
10
4
4.398301
2.877327
102.8262
0.396498
7.366234
7.791824
5.117007
0.040762
0.53705
0.810939
0.668983
0.491427
0.400057
1
0
0
1
Medium
1
1
1
4
3
4
2
14,910
32
33,100
High School
Professional
2
Married
Family_Formation
1
0
0
Southwest
0.953141
2
0
0
1
4.000349
0.297105
1
0.756165
1
0
0
0
0
0
0
0
1
1.977025
0
670
280,476
28
1
5.449252
2024-11-18
116
17
null
999
11
4
5.149585
1.98975
94.438605
0.170288
5.976748
6.444156
6.323928
0.567414
0.379949
0.753307
0
0.710537
0.495235
0
1
1
1
Medium
1
5
1
2
3
4
2
14,911
39
38,491
High School
Transportation
2
Married
Family_Formation
1
1
0
Northeast
1.032391
4
2
0.5
3
2.160261
0.243359
5
0.538637
0
0
0
1
0
0
0
1
12
10.596204
0
873
258,033
53
1
1.826944
2024-08-16
496
12
Job_Change
12
8
3
4.621386
3.646566
117.91771
0.719851
5.877233
2.02582
8.731505
0.67032
0.664037
0.764228
0.167433
1.319774
0.516266
1
0
1
1
High
1
9
1
2
1
2
0
14,912
18
41,570
Bachelor
Healthcare
3
Married
Family_Formation
1
0
0
Southeast
0.943529
1
0
0
4
2.617806
0.745482
0
0.485631
1
1
0
0
0
0
0
0
4
2.610898
0
597
147,445
1
2
6.591958
2024-12-26
153
15
null
999
12
4
6.489637
2.301048
108.796437
0.620513
4.858542
5.484124
7.94924
0.606531
0.197375
0.769798
0.300066
0.862241
1.237878
0
1
1
1
Medium
0
2
1
2
2
4
2
14,913
85
53,340
Bachelor
Retired
4
Divorced
Retirement
1
3
0
Northeast
1.193976
3
0
0
3
3.008836
0.11068
1
0.37562
2
1
0
0
1
0
0
1
6
1.542865
0
614
100,000
15
3
6.228586
2024-08-28
119
82
Home_Purchase
16
8
3
5.708384
3.479187
98.564085
0.583458
6.223083
3.644475
7.227359
0.065002
0.53705
0.787844
1.309396
0.729856
1.975951
1
1
0
1
High
0
6
0
3
1
1
0
14,914
42
66,812
High School
Professional
3
Married
Young_Professional
1
3
0
Midwest
0.948361
6
0
0
1
3.657159
0.338709
0
0.5372
3
0
0
0
0
1
1
2
93
8.333681
0
860
277,635
23
2
3.757614
2024-04-12
113
71
Job_Change
75
4
2
6.664478
1.903464
112.415094
0.480014
6.023397
6.370266
8.592381
0.093793
0.833655
0.804143
0.943492
0.99836
1.252376
1
1
1
0
High
1
5
1
4
0
2
0
14,915
60
79,566
Master
Management
2
Married
Empty_Nester
1
1
0
Midwest
0.921346
5
0
0
0
1.950564
0.515662
2
0.470475
3
0
0
0
0
0
0
0
43
11.262218
0
754
143,828
18
1
5.713515
2024-05-22
120
10
null
999
5
2
5.164527
2.969913
102.150458
0.725765
6.379675
4.141534
8.657084
0.716531
0.761594
0.816789
0.356199
0.741868
1.45182
1
1
1
0
High
2
3
1
0
0
4
0
14,916
26
189,721
Master
Service
3
Divorced
Family_Formation
1
1
0
Southeast
1.367705
3
0
0
1
3.071795
0.380494
1
0.30814
1
0
1
0
0
1
0
2
26
8.650222
5,198
746
348,355
2
2
7.642933
2024-10-06
7
40
null
999
10
4
5.992398
1.54583
93.343079
0.576127
3.473399
5.410933
6.688244
0.263597
0.53705
0.879686
0
0.963196
1.336531
0
1
1
0
Medium
2
8
0
2
2
4
2
14,917
59
52,791
Bachelor
Production
2
Single
Empty_Nester
1
2
0
Northeast
1.123746
4
0
0
4
1.341092
0.198767
1
0.486723
0
0
0
0
0
0
0
0
112
6.593615
0
703
109,772
31
1
7.115018
2024-08-08
444
8
null
999
8
3
4.75947
3.337587
82.119137
0.718454
4.646089
5.339315
3.109252
0.765928
0.664037
0.787095
0.503447
1.000793
1.6808
1
1
1
0
High
0
4
2
0
1
4
0
14,918
72
76,227
Bachelor
Sales
6
Single
Retirement
0
3
0
Southeast
1.306147
2
1
0.5
1
4.329582
0.203337
2
0.400488
1
1
0
1
1
0
0
2
19
2.190751
0
719
0
0
5
1.82742
2024-05-16
369
28
null
999
5
2
6.414388
3.641418
97.84289
0.482796
2.633605
5.094053
2.842508
0.393241
0.379949
0.813686
1.398951
0.291893
2
1
0
0
0
Medium
0
7
2
3
2
4
2
14,919
44
25,000
Bachelor
Government
1
Married
Family_Formation
1
0
0
Southwest
1.098217
1
1
1
2
3.999977
0.62113
1
0.725623
0
0
0
0
1
1
1
3
23
9.534878
0
791
194,244
9
0
8.452261
2024-07-13
79
28
null
999
7
3
8.607617
3.331839
82.950147
0.349286
1.841478
6.196064
6.723009
0.393241
0.197375
0.732993
0
1.215071
1.125754
0
1
0
0
Medium
0
1
1
2
3
4
2
14,920
29
39,045
Bachelor
Retired
3
Divorced
Family_Formation
1
3
0
Northeast
0.963087
3
0
0
3
2.084434
0.610494
0
0.286431
2
0
0
1
1
1
1
4
57
7.615909
0
625
100,000
6
2
5.977149
2024-11-09
498
16
null
999
11
4
3.706314
1.683131
101.324307
0.117617
5.136417
3.446454
7.034975
0.586646
0.53705
0.765263
0.809798
1.034796
1.484788
1
0
0
1
Medium
0
6
0
2
1
4
2
14,921
42
41,678
Master
Professional
1
Married
Empty_Nester
0
1
0
Midwest
0.936742
1
0
0
1
3.50751
0.326074
3
0.455077
1
0
0
0
0
0
0
0
40
6.944169
0
900
0
0
0
6.507865
2024-05-28
319
11
null
999
5
2
6.804653
1.002877
114.937381
0.503996
2.072397
6.09188
7.025325
0.693041
0.197375
0.769986
0.195195
0.051703
0.858922
1
0
0
1
Medium
2
5
1
0
0
4
2
14,922
18
26,625
High School
Education
2
Widowed
Young_Professional
1
3
0
Southwest
1.493175
4
0
0
4
1.283329
0.434212
1
0.390514
0
0
1
1
0
0
0
2
36
11.150414
44,101
839
737,266
9
1
3.807096
2024-09-23
135
1
Marriage
62
9
3
6.777774
3.697181
98.29663
0.424931
4.76038
5.412062
8.372618
0.967216
0.664037
0.737551
1.095609
1.19732
0.797488
0
0
1
1
Medium
1
0
3
4
3
3
2
14,923
44
35,539
Bachelor
Professional
3
Divorced
Established_Family
1
5
0
Southeast
1.661154
2
0
0
3
3.411148
0.454617
0
0.274279
1
1
0
0
1
1
0
2
40
3.292624
0
582
383,169
9
2
6.168378
2024-02-27
116
6
Child_Birth
38
2
1
3.708369
2.956484
79.344879
0.652668
2.12005
4.99277
8.460356
0.818731
0.379949
0.758453
1.600907
0.83419
1.796153
1
1
0
1
Medium
0
5
0
1
2
0
2
14,924
57
45,959
High School
Government
3
Divorced
Empty_Nester
1
1
0
West
0.846128
1
0
0
0
4.083857
0.25796
2
0.398302
1
0
0
1
0
0
0
1
1
4.477135
0
696
127,086
33
2
4.720547
2024-12-25
9
14
null
999
12
4
6.073231
3.204781
73.762077
0.41265
3.904983
6.463829
6.142796
0.627089
0.197375
0.777063
0.131188
1.043747
1.196764
1
0
1
1
Medium
1
1
0
0
4
4
2
14,925
44
36,214
Bachelor
Professional
1
Single
Established_Family
1
0
0
Northeast
0.84611
2
0
0
7
1.261077
0.268634
1
0.485641
0
1
0
1
0
0
0
1
39
9.683356
0
742
142,124
1
0
3.952214
2024-11-23
318
36
null
999
11
4
5.789596
2.022042
98.763566
0.591714
2.006714
7.170968
8.262765
0.301194
0.379949
0.759815
0.072068
0.753972
0.502424
0
0
0
0
Medium
0
5
2
1
1
4
2
14,926
40
233,538
Bachelor
Retired
3
Married
Empty_Nester
1
2
1
Northeast
0.766376
3
0
0
2
1.355561
0.134632
3
0.139111
1
1
0
0
0
0
0
0
78
5.246454
0
613
116,694
37
2
2.614881
2024-09-08
301
40
null
999
9
3
5.676644
2.924908
103.578848
0.297358
5.171467
6.831132
7.395327
0.263597
0.53705
0.894727
0.321104
0.902991
0.974696
1
1
1
1
Medium
0
6
1
0
1
4
2
14,927
52
66,660
High School
Sales
1
Married
Family_Formation
1
2
0
Northeast
1.000068
4
0
0
1
3.347785
0.275093
1
0.59836
2
0
0
0
0
0
0
0
37
2.345574
0
900
107,852
0
0
4.998818
2024-07-24
187
29
null
999
7
3
5.210382
1.578826
94.81455
0.668111
5.201137
5.712331
7.205652
0.380349
0.664037
0.803979
0.243169
0.651741
0.639058
1
1
0
0
Medium
1
7
1
2
1
4
2
14,928
54
162,854
High School
Sales
5
Single
Young_Professional
1
1
0
Southwest
0.886929
1
0
0
3
1.678681
0.350877
1
0.4773
0
0
1
0
1
0
1
3
18
3.835253
10,056
728
299,653
40
4
4.850369
2024-05-18
298
5
Child_Birth
18
5
2
3.005503
2.295018
100.367884
0.600281
6.528432
6.412222
6.975237
0.846482
0.197375
0.868634
0
0.819334
2
0
1
0
1
Medium
1
7
2
4
3
0
2
14,929
20
120,041
High School
Transportation
3
Married
Family_Formation
1
3
0
Northeast
1.003812
4
0
0
1
4.294505
0.347885
0
0.394326
1
0
0
0
0
0
1
1
3
1.578012
0
619
100,000
16
2
6.14646
2024-05-07
40
41
null
999
5
2
3.121321
3.292764
117.953468
0.63129
6.729285
6.27243
8.735692
0.254955
0.664037
0.846556
0.897266
1.083023
1.145299
1
1
1
1
High
1
9
1
2
1
4
0
14,930
46
33,404
Bachelor
Sales
1
Married
Young_Professional
0
0
0
Midwest
0.836766
1
0
0
5
2.8687
0.505812
0
0.186085
2
1
0
0
0
1
1
2
20
5.100459
0
796
0
0
0
5.568507
2024-01-28
27
8
Child_Birth
48
1
1
6.110827
3.384855
88.156064
0.300027
7.02778
1.350126
7.102431
0.765928
0.197375
0.753969
0
0.373343
0.556398
0
0
0
0
Medium
0
7
1
4
0
0
2
14,931
81
50,138
Bachelor
Management
1
Married
Retirement
1
2
0
West
1.461294
2
0
0
2
7.550262
0.388126
1
0.217095
3
0
0
1
0
1
1
3
13
4.859207
0
827
459,951
14
0
3.800367
2024-11-28
68
63
null
999
11
4
5.109275
2.529294
116.210819
0.877332
6.874514
6.718076
7.029151
0.122456
0.379949
0.783363
1.096556
1.345026
0.606888
1
0
0
0
Medium
0
3
1
3
4
4
2
14,932
24
37,763
PhD
Transportation
1
Married
Young_Professional
0
0
0
Midwest
1.090076
6
0
0
1
1.823185
0.087964
1
0.273903
0
3
0
1
0
0
0
1
11
4.347324
0
738
0
0
0
5.648548
2024-05-24
81
14
null
999
5
2
7.189029
2.321167
92.056306
0.751064
5.883504
6.612468
6.091768
0.627089
0.833655
0.762846
0.27685
0.461856
0.547076
0
0
0
0
Medium
3
9
1
4
0
4
2
14,933
43
44,484
High School
Education
1
Single
Established_Family
1
2
0
Southeast
1.35464
5
0
0
2
5.237098
0.159582
0
0.135028
0
1
0
0
1
0
0
1
55
5.10493
0
715
216,192
4
0
9.757461
2024-04-09
107
67
null
999
4
2
5.717761
2.56543
77.781678
0.587241
5.550402
5.475795
5.568378
0.107171
0.761594
0.774702
0.426715
1.177649
1.694228
1
1
0
0
Medium
1
0
2
1
2
4
2
14,934
74
27,286
High School
Retired
2
Single
Retirement
0
3
1
Midwest
1.154437
3
1
0.333333
2
2.149578
0.129848
0
0.294998
3
0
0
0
0
0
0
0
23
8.850529
0
855
0
0
1
5.070223
2024-07-17
123
13
Job_Change
54
7
3
4.415192
3.108509
99.244193
0.732105
4.747873
7.013504
8.03785
0.648344
0.53705
0.739326
1.295565
0.126335
0.871656
1
0
1
1
High
1
6
2
3
0
2
0
14,935
61
37,612
Bachelor
Sales
1
Married
Empty_Nester
0
2
1
Northeast
1.000617
8
0
0
4
2.372153
0.058004
1
0.483435
1
1
1
1
0
0
1
3
7
2.736136
100,000
738
0
0
0
4.562375
2024-06-02
25
47
Child_Birth
198
6
2
4.272134
2.790707
91.797242
0.422204
1.270364
7.067505
6.936148
0.20874
0.921669
0.762556
0.766742
0.469349
0.620084
0
0
0
1
Medium
0
7
1
0
1
0
2
14,936
37
60,822
High School
Education
2
Married
Family_Formation
1
1
0
Midwest
0.450817
2
0
0
3
4.00587
0.370653
1
0.590385
0
0
1
0
0
0
1
2
65
1.929447
30,102
582
595,960
15
1
6.048508
2024-12-25
1
17
null
999
12
4
7.768803
2.967865
103.15945
0.644242
3.964842
7.448431
4.761921
0.567414
0.379949
0.797345
0.079692
0.407062
1.014314
0
1
1
1
Medium
1
0
1
2
0
4
2
14,937
48
59,866
High School
Healthcare
1
Married
Family_Formation
1
3
0
West
1.251982
2
0
0
4
3.694123
0.391992
0
0.245827
0
0
0
0
1
0
1
2
10
5.625518
0
802
141,768
10
0
1.199374
2024-05-06
48
18
null
999
5
2
3.217727
2.356132
92.927423
0.590026
8.363455
4.420897
7.664853
0.548812
0.379949
0.796198
1.07564
0.990649
0.274139
1
1
0
0
Medium
1
2
1
2
4
4
2
14,938
44
57,070
Bachelor
Healthcare
3
Divorced
Established_Family
1
4
0
West
0.983853
4
1
0.25
1
1.423186
0.154039
1
0.342795
0
0
0
1
1
0
0
2
54
11.948059
0
800
361,895
19
2
5.93646
2024-04-24
305
5
null
999
4
2
7.478666
2.574205
92.986198
0.382052
1
7.48096
9.13313
0.846482
0.664037
0.792736
1.138259
0.564828
1.725276
1
0
0
1
Medium
0
2
0
1
4
4
2
14,939
33
47,296
Master
Professional
2
Single
Established_Family
0
3
0
Northeast
1.18237
2
0
0
1
4.255006
0.172797
1
0.51993
0
0
0
0
0
0
0
0
74
8.503251
0
740
0
0
1
6.760124
2024-08-04
64
26
Child_Birth
12
8
3
2.049662
3.124116
90.23245
0.429953
5.994181
4.729522
6.008597
0.42035
0.379949
0.779139
0.662613
0.63915
0.867917
1
0
1
0
Medium
2
5
2
1
1
0
2
14,940
43
82,161
Master
Service
3
Single
Empty_Nester
0
3
1
Midwest
0.8063
3
0
0
5
5.548744
0.272877
1
0.365842
4
1
0
1
0
0
1
2
5
2.511137
0
742
0
0
2
6.155376
2024-07-04
36
42
Home_Purchase
194
7
3
6.73171
2.615176
107.481285
0.389657
2.962644
4.985867
5.879162
0.246597
0.53705
0.819112
1.145549
0.322635
1.567614
1
0
1
1
Medium
2
8
2
0
0
1
2
14,941
40
42,014
High School
Professional
5
Single
Established_Family
0
3
0
Northeast
1.093942
4
2
0.5
0
2.66166
0.182353
1
0.372392
1
0
1
0
0
0
1
2
14
7.827963
23,187
767
0
0
4
5.664919
2024-08-29
122
54
Child_Birth
25
8
3
5.253795
2.554384
130
0.102396
3.44713
3.321665
5.079775
0.165299
0.664037
0.770567
0.781155
0.54959
1.961663
0
0
1
1
Medium
1
5
2
1
1
0
2
14,942
46
112,976
High School
Transportation
2
Single
Established_Family
1
2
0
Midwest
0.890966
3
0
0
1
3.767344
0.239701
0
0.359051
3
1
0
0
0
0
1
1
32
7.223708
0
703
124,860
62
1
4.487976
2024-05-14
154
31
null
999
5
2
2.675047
1.679548
97.727072
0.796403
7.622426
4.244369
7.249815
0.355819
0.53705
0.842165
0.508266
0.855743
0.877952
1
1
1
1
High
1
9
2
1
0
4
0
14,943
33
25,000
Bachelor
Government
1
Single
Established_Family
1
2
0
Midwest
1.389698
5
1
0.2
1
4.1704
0.685936
1
0.385764
1
1
0
1
0
1
0
2
20
0.931795
0
738
332,336
2
0
3.242997
2024-02-15
126
43
null
999
2
1
5.481074
2.240494
101.49439
0.344201
4.475533
6.391789
4.668269
0.238513
0.761594
0.732993
0.480713
0.843274
0.240893
1
0
0
1
Medium
0
1
2
1
0
4
2
14,944
25
72,699
Bachelor
Healthcare
6
Married
Young_Professional
1
1
1
Southwest
0.743117
3
0
0
2
0.876365
0.718225
0
0.363646
2
0
0
0
0
0
0
0
108
1.716905
0
547
120,995
18
5
5.843651
2024-07-01
284
16
null
999
7
3
5.316553
3.814005
96.967365
0.501335
3.646545
3.182862
6.431725
0.586646
0.53705
0.810256
0.349724
0.764612
2
1
1
1
1
High
0
2
1
4
3
4
0
14,945
44
65,711
Master
Healthcare
1
Married
Established_Family
1
1
0
Midwest
1.417602
4
0
0
0
1.380625
0.492815
1
0.297791
0
0
0
0
0
0
0
0
44
9.027324
0
768
202,554
29
0
10
2024-07-16
63
7
null
999
7
3
5.174205
2.321943
96.362757
0.655609
5.215158
7.673948
6.992148
0.79189
0.664037
0.802941
0.187121
0.936149
1.274174
1
1
0
1
Medium
2
2
1
1
0
4
2
14,946
70
32,704
Bachelor
Service
4
Single
Retirement
1
0
0
Midwest
0.342417
3
1
0.333333
4
2.68653
0.332715
0
0.418747
1
1
0
1
0
0
0
1
126
1.355797
0
725
843,854
25
3
3.277431
2024-12-15
25
38
Child_Birth
69
12
4
6.455198
4.77361
82.426817
0.459608
7.268962
4.400654
5.815855
0.281769
0.53705
0.752436
0
0.932438
1.402812
0
0
1
1
Medium
0
8
2
3
0
0
2
14,947
46
39,610
High School
Professional
1
Married
Family_Formation
1
2
0
Southeast
1.372734
4
0
0
1
3.241431
0.34996
2
0.166103
1
0
1
0
0
0
1
2
17
2.610085
53,564
576
247,463
1
0
6.992597
2024-01-27
39
25
null
999
1
1
5.642173
1.418007
98.540095
0.437364
4.539742
2.031838
4.168985
0.434598
0.664037
0.766303
0.593563
0.989593
0.982542
0
1
0
1
Medium
1
5
1
2
2
4
2
14,948
40
64,787
High School
Management
3
Married
Established_Family
1
1
0
Northeast
1.363201
3
0
0
4
3.530369
0.186006
1
0.51299
0
0
0
0
0
0
0
0
1
3.875613
0
834
386,603
36
2
4.271521
2024-06-01
38
11
null
999
6
2
7.17377
2.735755
109.040534
0.124751
6.873211
1.834174
4.202599
0.693041
0.53705
0.801916
0.279772
1.167637
0.895172
1
1
1
1
High
1
3
1
1
1
4
0
14,949
56
84,928
Master
Education
2
Married
Empty_Nester
1
3
0
Southwest
1.253079
3
1
0.333333
2
1.826153
0.517361
0
0.16283
1
0
0
0
1
0
0
1
67
4.459697
0
816
123,858
25
1
5.806058
2024-04-05
53
12
Home_Purchase
67
4
2
3.631404
3.451696
107.596892
0.606203
3.904407
6.151136
4.427226
0.67032
0.53705
0.821509
0.567771
1.064214
1.044914
1
1
0
1
High
2
0
1
0
3
1
0
14,950
42
25,000
Bachelor
Professional
4
Married
Established_Family
1
2
0
Northeast
1.60726
2
0
0
7
0.584446
0.343314
0
0.486561
2
1
0
0
1
1
0
2
203
0.354769
0
712
132,690
35
3
3.697043
2024-04-01
201
22
null
999
4
2
5.456966
1.559007
119.512494
0.270987
4.840508
5.236028
10
0.480305
0.379949
0.732993
0.485623
0.967484
1.481386
1
1
0
0
Medium
0
5
1
1
1
4
2
14,951
73
71,463
Master
Professional
3
Married
Retirement
1
1
0
Southwest
1.033781
2
0
0
0
0.678625
0.378668
2
0.290827
1
0
1
0
0
0
0
1
67
4.769084
25,673
649
321,321
7
2
4.224126
2024-04-16
75
40
Home_Purchase
82
4
2
3.403497
3.444303
87.047928
0.605772
5.746718
5.297277
6.672529
0.263597
0.379949
0.809015
0.358029
0.785333
1.104611
0
1
1
0
Medium
2
5
1
3
3
1
2
14,952
44
37,250
Bachelor
Service
1
Widowed
Established_Family
1
3
0
Southeast
1.149365
3
0
0
3
1.612092
0.219807
0
0.444562
0
1
1
0
0
0
0
1
18
10.560779
31,766
839
238,268
23
0
6.511933
2024-08-06
373
45
null
999
8
3
4.512912
2.873406
101.904826
0.393963
8.470474
7.643224
9.591225
0.22313
0.53705
0.761856
1.138777
0.70062
0.784737
0
1
0
1
Medium
0
8
3
1
2
4
2
14,953
55
96,295
Bachelor
Professional
3
Single
Retirement
0
4
0
Southwest
1.170417
3
0
0
6
1.514015
0.205834
0
0.462922
0
3
1
0
1
0
0
2
4
4.027436
12,040
624
0
0
2
3.973829
2024-03-04
58
54
Home_Purchase
20
3
1
7.249812
2.836321
103.708936
0.612948
7.79754
5.92079
8.549716
0.165299
0.53705
0.830601
1.206378
0.176261
0.975297
0
0
0
1
Medium
0
5
2
3
3
1
2
14,954
33
25,000
High School
Service
1
Married
Family_Formation
0
3
0
West
1.622488
5
2
0.4
0
5.636839
0.471987
1
0.216673
0
0
0
0
0
0
0
0
3
11.709122
0
900
0
0
0
6.579952
2024-10-18
60
24
null
999
10
4
2.526661
1.709949
76.781591
0.585614
5.241124
3.886808
6.397937
0.449329
0.761594
0.732993
1.26424
0.436705
0.796501
1
0
0
1
Medium
1
8
1
2
4
4
2
14,955
52
212,602
Master
Retired
1
Married
Family_Formation
1
2
0
Midwest
0.948893
6
1
0.166667
2
5.599584
0.121455
0
0.430117
1
0
0
0
1
0
0
1
6
0.952034
0
603
148,900
6
0
7.230591
2024-09-15
305
2
null
999
9
3
6.156786
3.109201
115.941214
0.215513
7.468595
7.880469
5.221713
0.935507
0.833655
0.887928
0.408032
0.557851
0.444733
1
1
0
1
High
2
6
1
2
0
4
0
14,956
49
28,805
Master
Professional
1
Single
Family_Formation
1
2
0
Southwest
1.403466
2
2
1
1
4.602433
0.382561
3
0.536552
1
0
0
0
1
0
0
1
19
0.911387
0
732
140,659
57
0
6.552859
2024-08-13
427
10
null
999
8
3
7.229805
3.436501
97.149266
0.147602
5.155349
5.766677
10
0.716531
0.379949
0.743247
0.367186
1.014332
1.227521
1
1
0
1
High
2
5
2
2
3
4
0
14,957
44
115,609
High School
Healthcare
1
Divorced
Established_Family
1
3
0
Southwest
0.662359
6
0
0
1
5.108527
0.133225
2
0.558616
2
1
0
0
1
0
0
1
53
6.337208
0
760
129,572
28
0
4.069639
2024-05-27
54
1
null
999
5
2
5.015171
2.212774
88.928861
0.809041
5.738934
6.688996
8.625513
0.967216
0.833655
0.843833
0.706334
0.208798
0.477755
1
1
0
1
High
1
2
0
1
3
4
0
14,958
37
47,027
High School
Retired
3
Married
Family_Formation
1
2
0
Northeast
1.648234
1
0
0
2
2.300913
0.189488
1
0.487362
0
0
0
0
0
0
0
0
10
3.889115
0
501
259,423
93
2
3.784362
2024-07-13
39
52
Job_Change
11
7
3
3.889025
3.895063
119.737519
0.38917
4.892136
7.722192
8.414146
0.176694
0.197375
0.778726
0.403434
1.250597
0.534752
1
1
1
1
High
1
6
1
2
1
2
0
14,959
35
29,995
Bachelor
Sales
6
Married
Young_Professional
1
3
0
Midwest
0.798727
0
0
0
3
1.80847
0.301146
2
0.404029
2
1
0
0
0
1
0
1
17
9.322736
0
758
111,661
1
5
5.889339
2024-03-12
30
11
null
999
3
1
5.726432
2.755895
87.653936
0.440379
4.182301
8.843503
6.058906
0.693041
0
0.746177
1.055062
0.664523
2
1
1
1
1
High
0
7
1
4
0
4
0
14,960
49
57,472
Bachelor
Retired
3
Married
Empty_Nester
0
0
0
Southeast
1.142728
2
1
0.5
0
2.101611
0.559746
0
0.363762
0
1
0
0
1
1
0
2
1
7.522243
0
797
0
0
2
7.424387
2024-10-11
109
29
null
999
10
4
5.690072
2.540702
93.689046
0.67087
6.440154
5.513128
6.05708
0.380349
0.379949
0.793244
0.028915
0.502285
1.440866
0
0
0
1
Medium
0
6
1
0
2
4
2
14,961
54
90,896
Bachelor
Management
3
Married
Established_Family
1
2
0
Midwest
0.800467
3
0
0
3
1.794224
0.356092
1
0.43845
0
2
0
0
1
1
1
3
144
5.095189
0
714
392,361
4
2
4.16485
2024-02-09
234
12
Child_Birth
68
2
1
4.168734
2.889121
101.197317
0.140341
8.598964
6.530811
7.196588
0.67032
0.53705
0.826425
0.625828
0.781543
1.080868
1
1
0
1
High
0
3
1
1
0
0
0
14,962
43
25,000
Bachelor
Retired
4
Married
Young_Professional
1
1
1
Southeast
1.389307
1
0
0
0
2.369125
0.44136
1
0.271993
0
0
0
1
0
0
0
1
58
1.537465
0
869
163,249
46
3
5.103508
2024-07-17
552
15
null
999
7
3
9.395709
1.681784
93.237177
0.542541
6.058636
4.480713
4.764433
0.606531
0.197375
0.732993
0.179196
0.897813
1.727291
1
0
1
1
Medium
0
6
1
4
2
4
2
14,963
49
74,678
Master
Government
4
Married
Established_Family
0
2
0
Midwest
0.624914
8
0
0
3
0.76534
0.359052
2
0.40499
3
0
0
0
1
0
0
1
15
7.97754
0
840
0
0
3
5.010808
2024-06-05
401
2
null
999
6
2
4.133192
2.847464
90.006464
0.323732
5.129183
4.540128
7.657081
0.935507
0.921669
0.8122
0.236098
0.342425
1.363919
1
0
0
1
Medium
2
1
1
1
0
4
2
14,964
44
48,663
Bachelor
Government
2
Married
Established_Family
0
3
0
West
0.917097
4
0
0
1
1.618885
0.259378
3
0.46641
2
1
1
0
1
0
0
2
2
3.614875
37,827
759
0
0
1
4.146762
2024-08-16
124
16
null
999
8
3
3.447222
2.994765
114.979584
0.531684
4.273572
3.50178
5.273294
0.586646
0.664037
0.781201
0.454493
0.44656
0.564243
0
0
0
0
Medium
0
1
1
1
4
4
2
14,965
46
69,301
Bachelor
Professional
3
Married
Established_Family
1
1
0
Northeast
1.169519
5
1
0.2
2
4.274131
0.373626
2
0.158445
0
1
0
0
0
1
1
2
38
5.344805
0
900
206,137
5
2
5.743563
2024-06-02
207
1
null
999
6
2
4.649678
3.618716
95.030764
0.546322
6.137336
3.964176
7.909015
0.967216
0.761594
0.806791
0.371419
0.814318
1.491515
1
1
1
1
High
0
5
1
1
1
4
0
14,966
41
49,344
High School
Government
1
Married
Established_Family
0
1
0
Southeast
1.055438
2
0
0
4
1.258079
0.475538
2
0.394919
2
0
0
0
0
0
0
0
15
0.348807
0
682
0
0
0
5.848203
2024-05-21
45
68
null
999
5
2
7.103417
3.218193
94.816808
0.727684
6.474168
7.903042
7.118423
0.103657
0.379949
0.782207
0.473043
0.528321
0.719172
1
0
0
0
Medium
1
1
1
1
2
4
2
14,967
45
34,782
High School
Retired
2
Married
Family_Formation
1
2
0
West
1.033155
2
0
0
3
7.884839
0.438411
2
0.478351
0
0
1
0
0
0
0
1
15
10.353862
100,000
774
245,696
36
1
4.840788
2024-05-17
110
68
null
999
5
2
5.820139
2.147885
106.908755
0.689477
6.67046
5.080838
5.097969
0.103657
0.379949
0.756895
0.510509
1.133272
1.161915
0
1
1
0
Medium
1
6
1
2
4
4
2
14,968
85
25,137
Bachelor
Healthcare
1
Married
Empty_Nester
1
3
0
Northeast
1.081511
2
0
0
0
2.136593
0.122976
0
0.591187
1
0
1
0
0
0
0
1
11
11.220869
38,806
749
140,578
57
0
1.758492
2024-01-06
346
43
null
999
1
1
3.958728
1.583356
105.894236
0.464325
4.225998
6.980166
6.751503
0.238513
0.379949
0.733388
1.235748
1.169299
0.579537
0
1
0
1
Medium
0
2
1
0
1
4
2
14,969
49
73,393
Master
Professional
1
Single
Established_Family
0
2
0
Southeast
1.497334
6
1
0.166667
2
2.047466
0.377097
0
0.37449
1
0
0
1
0
0
0
1
19
9.615893
0
497
0
0
0
2.271729
2024-12-07
71
1
null
999
12
4
6.30242
2.743869
107.628651
0.686343
3.487831
2.227371
6.932672
0.967216
0.833655
0.810943
1.099072
0.126073
0.488668
1
0
0
0
Medium
2
5
2
1
2
4
2
14,970
54
73,157
Master
Professional
1
Married
Empty_Nester
1
2
0
Southeast
1.259189
1
1
1
4
2.316044
0.308891
0
0.428659
1
0
0
0
0
0
0
0
30
5.031198
0
743
491,415
42
0
5.000712
2024-07-26
30
17
null
999
7
3
4.733972
1.72547
81.898331
0.238019
4.172184
4.032589
6.86143
0.567414
0.197375
0.81071
0.672383
1.218273
1.224987
1
1
0
1
High
2
5
1
0
2
4
0
14,971
51
72,937
Master
Service
5
Married
Empty_Nester
0
3
1
Northeast
0.954218
0
0
0
0
2.2911
0.315748
0
0.704905
2
0
0
0
0
1
0
1
36
10.592994
0
671
0
0
4
4.82414
2024-05-27
40
6
null
999
5
2
2.876095
3.0281
113.60889
0.263654
8.74535
8.118755
9.204798
0.818731
0
0.810492
0.511503
0.387356
1.482686
1
0
1
1
Medium
2
8
1
0
1
4
2
14,972
41
63,358
Bachelor
Education
1
Single
Young_Professional
0
1
0
Southeast
1.367063
1
0
0
0
2.28419
0.346839
1
0.391404
0
0
0
0
0
1
0
1
54
0.369979
0
825
0
0
0
2.541012
2024-09-25
35
57
null
999
9
3
4.773556
4.56898
112.426163
0.368577
3.763418
1.507951
5.62936
0.149569
0.197375
0.800301
0.255369
0.360226
0.650614
1
0
0
1
Medium
0
0
2
4
2
4
2
14,973
64
86,406
High School
Professional
3
Married
Empty_Nester
1
3
1
Midwest
0.768435
2
0
0
3
5.090588
0.521836
0
0.620988
1
1
0
0
1
1
0
2
8
2.566426
0
764
220,307
65
2
5.728337
2024-04-23
5
25
null
999
4
2
5.261957
2.611504
119.196421
0.280999
5.061942
8.678835
9.44914
0.434598
0.379949
0.822758
0.642857
1.356488
1.199702
1
1
0
1
Medium
1
5
1
0
0
4
2
14,974
40
113,964
Bachelor
Retired
4
Divorced
Established_Family
1
2
0
West
1.239328
4
0
0
2
2.692421
0.472645
0
0.421388
1
1
0
0
0
1
0
1
101
4.75276
0
851
375,265
9
3
5.497707
2024-01-14
353
30
null
999
1
1
8.057937
5.03717
112.744468
0.639886
1
4.733587
5.429406
0.367879
0.664037
0.842795
0.377514
0.936744
1.585425
1
1
1
1
Medium
0
6
0
1
4
4
2
14,975
60
25,000
High School
Production
2
Married
Empty_Nester
1
3
0
Midwest
0.700437
3
0
0
4
1.736484
0.197592
1
0.582059
1
1
0
0
1
0
0
1
54
11.595226
0
749
105,770
9
1
2.030548
2024-10-23
36
126
Job_Change
49
10
4
6.472941
1.335779
100.662204
0.390634
6.758787
2.467396
8.841469
0.014996
0.53705
0.732993
1.06825
0.774161
0.53698
1
1
0
1
Medium
1
4
1
0
0
2
2
14,976
39
25,000
Bachelor
Service
3
Single
Family_Formation
1
0
0
Midwest
0.870206
4
2
0.5
3
5.179774
0.160593
0
0.508425
2
0
0
0
0
1
0
1
7
7.358876
0
837
128,532
37
2
5.216718
2024-12-03
313
33
null
999
12
4
6.464874
4.705235
112.347537
0.539996
4.952457
2.125217
7.22367
0.332871
0.664037
0.732993
0
0.950464
0.983771
0
1
1
0
Medium
0
8
2
2
0
4
2
14,977
30
137,416
High School
Transportation
2
Married
Established_Family
1
3
0
Southeast
1.366277
5
1
0.2
1
1.381265
0.195065
2
0.352313
1
0
0
1
0
1
0
2
53
5.046127
0
801
100,000
42
1
8.645011
2024-12-06
15
9
Home_Purchase
104
12
4
7.008565
2.509519
89.885455
0.634742
6.258672
5.814655
4.797884
0.740818
0.761594
0.85634
1.055103
0.91414
0.993604
1
0
1
1
Medium
1
9
1
1
2
1
2
14,978
50
25,000
High School
Education
2
Single
Established_Family
0
0
0
West
1.144508
2
0
0
4
0.578253
0.183552
3
0.179914
1
0
1
0
0
0
1
2
82
0.767392
37,082
602
0
0
1
6.829995
2024-01-27
122
1
null
999
1
1
4.825512
3.309198
99.248707
0.449648
7.044729
7.385197
6.496346
0.967216
0.379949
0.732993
0
0.48272
1.382686
0
0
1
0
Medium
1
0
2
1
4
4
2
14,979
28
25,546
Bachelor
Service
5
Married
Young_Professional
1
1
0
Northeast
1.035072
3
0
0
4
4.816584
0.619703
1
0.345067
1
1
1
0
0
0
0
1
5
5.226097
65,239
715
225,214
12
4
8.815767
2024-06-28
707
29
null
999
6
2
6.432393
1.806721
122.29768
0.798281
8.707892
5.732873
4.642579
0.380349
0.53705
0.734557
0.414316
1.163184
1.904791
0
1
1
0
Medium
0
8
1
4
1
4
2
14,980
53
41,251
High School
Service
1
Married
Empty_Nester
0
1
0
Southeast
1.392613
4
1
0.25
3
6.429328
0.305232
1
0.380583
1
0
1
0
0
1
1
3
51
2.677229
31,947
844
0
0
0
5.107864
2024-09-10
92
19
null
999
9
3
7.823151
1.373381
108.81701
0.227793
5.68278
9.746364
6.348719
0.530819
0.664037
0.769241
0.88712
0.694249
0.554668
0
0
0
1
Medium
1
8
1
0
2
4
2
14,981
27
25,000
Bachelor
Production
2
Married
Established_Family
0
4
0
Northeast
1.561812
2
0
0
3
3.039836
0.30634
2
0.691861
2
1
1
1
0
1
0
3
8
0.878466
58,803
816
0
0
1
2.881923
2024-08-21
196
31
null
999
8
3
3.500321
2.352102
92.083661
0.516975
6.55254
6.464573
5.445372
0.355819
0.379949
0.732993
1.0532
0.808003
0.807594
0
0
1
0
Medium
0
4
1
1
1
4
2
14,982
40
38,989
Bachelor
Education
1
Married
Established_Family
0
3
0
Southeast
1.307852
3
0
0
2
1.201661
0.508074
4
0.569994
0
0
0
0
0
0
0
0
49
9.387994
0
641
0
0
0
2.8276
2024-09-17
95
37
null
999
9
3
5.585256
2.833974
89.925857
0.345821
3.466445
8.462757
7.200409
0.29132
0.53705
0.765159
0.677324
0.669886
0.453244
1
0
0
0
Medium
0
0
1
1
2
4
2
14,983
23
27,754
Master
Education
2
Divorced
Young_Professional
1
2
0
Southeast
1.174803
1
0
0
1
4.267934
0.403557
2
0.359481
1
2
0
1
0
0
0
1
4
8.379385
0
793
195,157
3
1
5.039869
2024-12-24
4
3
null
999
12
4
3.822036
1.389041
96.935907
0.379876
4.926278
9.093157
7.167559
0.904837
0.197375
0.740557
0.887071
0.679091
0.511063
1
0
1
0
Medium
2
0
0
4
2
4
2
14,984
85
42,616
High School
Service
3
Single
Established_Family
0
2
0
Southeast
1.131736
5
1
0.2
4
5.179882
0.111203
1
0.431268
1
0
0
0
0
0
0
0
30
1.163966
0
825
0
0
2
4.558834
2024-02-23
270
31
null
999
2
1
8.132016
2.736408
130
0.563249
5.878842
3.273049
9.184379
0.355819
0.761594
0.771597
0.57755
0.089133
1.223673
1
0
1
1
Medium
1
8
2
1
2
4
2
14,985
20
57,982
High School
Service
5
Single
Young_Professional
1
0
0
Southeast
1.306637
3
0
0
1
0.667366
0.206937
1
0.513939
1
0
0
1
1
0
0
2
52
6.20781
0
696
322,565
15
4
5.548197
2024-11-25
272
1
Marriage
51
11
4
7.916153
3.075747
110.02056
0.313754
8.768019
3.015738
8.486671
0.967216
0.53705
0.793883
0.306485
0.703354
1.730903
0
0
0
1
Medium
1
8
2
4
2
3
2
14,986
45
39,889
Master
Production
1
Divorced
Family_Formation
0
0
0
Southeast
1.25777
1
1
1
4
2.922076
0.304354
0
0.208482
0
1
0
0
0
1
0
1
1
3.222776
0
826
0
0
0
6.619843
2024-12-14
17
86
null
999
12
4
6.19017
2.424241
107.469807
0.498368
6.216295
6.854889
9.423791
0.056888
0.197375
0.766811
0
0.220858
0.993711
0
0
0
0
Medium
2
4
0
2
2
4
2
14,987
62
38,699
High School
Production
1
Single
Empty_Nester
1
0
0
Southeast
1.542572
5
0
0
3
1.604656
0.188121
3
0.395653
2
0
0
1
0
1
0
2
1
1.207332
0
712
100,000
19
0
2.643493
2024-04-14
328
22
Job_Change
46
4
2
2
3.663281
89.833781
0.494807
5.481088
2.696587
7.611564
0.480305
0.761594
0.764618
0
1.054241
0.496667
0
0
0
1
Medium
1
4
2
0
2
2
2
14,988
60
57,227
Master
Education
1
Married
Empty_Nester
1
0
0
Northeast
0.661929
4
1
0.25
5
1.538135
0.188788
0
0.169889
2
1
0
0
0
0
0
0
17
7.597313
0
772
219,852
15
0
5.91644
2024-10-02
5
16
null
999
10
4
7.668493
2.550435
93.162736
0.764422
3.671249
5.01704
8.244992
0.586646
0.664037
0.792935
0.073084
0.472712
0.757783
0
1
0
1
Medium
2
0
1
0
1
4
2
14,989
57
91,727
High School
Transportation
5
Married
Established_Family
1
3
0
Southeast
1.474879
5
0
0
3
3.618633
0.590346
1
0.672551
0
1
0
0
0
0
0
0
1
7.150933
0
634
139,709
13
4
6.27736
2024-09-10
396
23
null
999
9
3
5.314989
1.602928
97.932579
0.297708
5.69139
4.848725
5.776695
0.464559
0.761594
0.827084
0.708197
0.649733
1.994113
1
1
1
1
Medium
1
9
1
1
2
4
2
14,990
40
128,255
Bachelor
Sales
2
Married
Empty_Nester
0
2
0
West
1.256263
1
0
0
5
1.106048
0.340638
1
0.468351
2
1
0
0
0
0
0
0
178
6.247394
0
777
0
0
1
6.450353
2024-02-27
128
13
null
999
2
1
6.40014
1.748884
100.936076
0.865227
5.683383
5.139196
10
0.648344
0.197375
0.851346
0.276058
0.13162
1.229851
1
0
1
0
Medium
0
7
1
0
4
4
2
14,991
65
42,996
High School
Service
2
Single
Retirement
1
2
0
West
0.793861
3
0
0
4
5.183295
0.211088
3
0.291625
0
0
0
1
1
0
0
2
47
8.407116
0
552
557,239
29
1
9.49524
2024-02-18
151
63
null
999
2
1
4.15549
1.994667
83.76219
0.590712
5.239307
7.194803
6.339564
0.122456
0.53705
0.77224
0.765657
0.861666
1.615121
1
0
0
1
Medium
1
8
2
3
4
4
2
14,992
58
146,522
Bachelor
Service
3
Married
Empty_Nester
1
0
0
Southwest
1.423635
4
0
0
1
3.844136
0.592592
1
0.351841
0
0
0
1
0
1
0
2
57
5.329315
0
810
198,842
37
2
4.687678
2024-04-26
105
28
Child_Birth
6
4
2
6.540563
2.304328
100.571098
0.481732
5.88748
6.669353
10
0.393241
0.664037
0.860984
0.321869
1.110419
1.543549
0
0
1
1
Medium
0
8
1
0
3
0
2
14,993
48
82,952
Master
Education
1
Married
Family_Formation
1
3
1
Southeast
0.855043
0
0
0
3
1.841221
0.289153
2
0.458102
1
0
0
0
0
0
0
0
80
2.287867
0
693
621,170
30
0
3.374224
2024-03-14
14
19
Job_Change
32
3
1
6.436692
2.972309
109.490405
0.61014
4.755206
7.053252
8.49598
0.530819
0
0.819805
0.982461
0.649194
0.397315
1
1
0
1
High
2
0
1
2
2
2
0
14,994
48
25,000
Bachelor
Sales
2
Single
Established_Family
1
1
0
Midwest
0.509646
1
0
0
6
2.727894
0.11825
0
0.346223
0
2
0
1
1
1
0
3
3
7.441255
0
818
746,197
13
1
8.01913
2024-10-18
169
66
Retirement
71
10
4
8.09659
5.476049
92.587398
0.871336
3.106021
5.875318
7.198175
0.110803
0.197375
0.732993
0.384998
0.904414
1.092111
1
0
0
0
Medium
0
7
2
1
0
5
2
14,995
40
25,000
Bachelor
Professional
1
Married
Established_Family
1
2
0
West
1.006044
4
0
0
2
4.015455
0.343335
0
0.50796
1
0
0
0
0
1
0
1
8
1.397359
0
900
134,094
18
0
6.7784
2024-02-13
183
7
null
999
2
1
2.859423
2.446385
94.327159
0.543458
7.344243
6.862991
7.115241
0.79189
0.664037
0.732993
0.506918
1.088594
0.806017
1
1
0
0
Medium
0
5
1
1
4
4
2
14,996
31
34,669
High School
Professional
5
Married
Established_Family
1
1
0
Northeast
0.888283
3
1
0.333333
1
1.898841
0.327544
1
0.593235
1
0
1
1
0
0
1
3
68
3.190985
25,066
797
132,349
6
4
3.447893
2024-09-02
868
1
Marriage
242
9
3
6.666084
4.261636
92.679134
0.438219
4.751148
1.073472
5.501914
0.967216
0.53705
0.756659
0.348771
0.826576
1.596685
0
0
1
0
Medium
1
5
1
1
1
3
2
14,997
63
116,630
Master
Professional
2
Married
Empty_Nester
1
5
0
Midwest
0.741583
0
0
0
2
6.762089
0.3061
1
0.516862
0
0
1
0
1
0
0
2
68
3.096114
11,331
723
283,826
7
1
6.835782
2024-02-04
230
8
null
999
2
1
3.339064
3.659269
76.161188
0.295317
6.527194
7.335747
5.004406
0.765928
0
0.844469
1.702537
0.731354
1.176935
0
1
0
1
Medium
2
5
1
0
0
4
2
14,998
64
36,285
Bachelor
Government
2
Single
Empty_Nester
1
3
0
Southeast
1.372361
5
1
0.2
1
1.718128
0.141585
1
0.407716
0
2
0
1
1
0
1
3
7
0.909232
0
785
602,896
5
1
6.247875
2024-04-17
137
7
null
999
4
2
6.529976
2.995867
96.147011
0.447417
5.484232
6.63643
7.21135
0.79189
0.761594
0.759957
0.763939
1.158155
0.91285
1
0
0
1
Medium
0
1
2
0
2
4
2
14,999
31
25,000
High School
Production
3
Married
Established_Family
0
4
1
Midwest
1.060189
0
0
0
4
1.547673
0.125361
5
0.396218
0
0
0
1
0
1
0
2
32
0.156385
0
845
0
0
2
6.57754
2024-07-26
318
14
null
999
7
3
5.329451
2.567112
87.390893
0.601705
8.448658
2.952963
4.622808
0.627089
0
0.732993
1.169976
0.384001
1.135021
1
0
1
1
Medium
1
4
1
1
0
4
2
15,000
42
42,730
High School
Education
1
Married
Established_Family
1
1
1
Midwest
0.974714
5
2
0.4
1
1.919834
0.120433
0
0.496545
2
1
0
0
0
0
0
0
5
11.583153
0
681
105,663
24
0
4.942153
2024-11-16
82
40
null
999
11
4
4.829573
4.476011
108.65266
0.313422
5.421316
6.804773
8.154383
0.263597
0.761594
0.771791
0.017553
1.316249
0.577536
1
1
0
1
Medium
1
0
1
1
0
4
2