id
int64
0
1.2M
Age
float64
18
64
⌀
Gender
stringclasses
2 values
Annual Income
float64
1
150k
⌀
Marital Status
stringclasses
3 values
Number of Dependents
float64
0
4
⌀
Education Level
stringclasses
4 values
Occupation
stringclasses
3 values
Health Score
float64
2.01
59
⌀
Location
stringclasses
3 values
Policy Type
stringclasses
3 values
Previous Claims
float64
0
9
⌀
Vehicle Age
float64
0
19
⌀
Credit Score
float64
300
849
⌀
Insurance Duration
float64
1
9
⌀
Policy Start Date
stringlengths
26
26
Customer Feedback
stringclasses
3 values
Smoking Status
stringclasses
2 values
Exercise Frequency
stringclasses
4 values
Property Type
stringclasses
3 values
Premium Amount
float64
20
5k
1,178,100
51
Female
82,480
Single
2
High School
Unemployed
41.262491
Suburban
Premium
1
9
326
5
2022-03-04 15:21:39.155231
Good
Yes
Daily
Condo
981
1,178,101
22
Female
21,236
Married
2
High School
Employed
21.567298
Rural
Premium
0
1
786
5
2020-08-15 15:21:39.281787
Good
No
Weekly
House
1,915
1,178,102
38
Male
2,858
Single
0
PhD
Unemployed
12.496446
Urban
Comprehensive
null
15
521
2
2021-05-03 15:21:39.237118
Good
No
Rarely
Condo
2,575
1,178,103
58
Female
50,813
Single
0
Bachelor's
null
22.534605
Suburban
Basic
3
1
450
4
2020-07-12 15:21:39.133866
Poor
No
Daily
House
1,058
1,178,104
56
Male
6,051
Married
3
High School
Self-Employed
20.8483
Urban
Premium
1
1
642
2
2020-12-14 15:21:39.168099
Good
Yes
Monthly
House
1,758
1,178,105
20
Male
1,183
Single
4
High School
Unemployed
38.853005
Urban
Premium
null
12
768
7
2020-12-12 15:21:39.216387
Good
No
Rarely
House
2,668
1,178,106
27
Female
44,959
Single
4
High School
Unemployed
13.957759
Urban
Comprehensive
null
8
662
7
2023-10-31 15:21:39.134960
Good
Yes
Weekly
Apartment
748
1,178,107
32
Female
7,881
Divorced
4
PhD
Self-Employed
12.534867
Suburban
Basic
0
0
727
3
2020-01-18 15:21:39.174719
Average
Yes
Monthly
House
1,131
1,178,108
30
Female
1,820
Single
4
High School
null
25.891515
Suburban
Basic
0
18
784
2
2023-05-21 15:21:39.096739
null
Yes
Weekly
Apartment
988
1,178,109
28
Female
15,036
Single
4
PhD
null
14.603742
Urban
Basic
2
1
607
4
2023-04-06 15:21:39.110557
Average
No
Rarely
Condo
1,654
1,178,110
20
Female
9,517
Divorced
2
Bachelor's
Self-Employed
41.091714
Urban
Basic
null
13
509
9
2021-08-02 15:21:39.155231
Poor
No
Monthly
Apartment
882
1,178,111
52
Female
19,504
Single
3
PhD
Self-Employed
3.485763
Rural
Basic
1
7
600
4
2021-12-13 15:21:39.124659
Average
No
Rarely
Condo
770
1,178,112
64
Male
39,885
Married
1
High School
null
25.44293
Urban
Basic
null
7
771
5
2020-10-14 15:21:39.173834
Good
Yes
Rarely
House
2,205
1,178,113
34
Male
45,652
Single
1
High School
Self-Employed
11.492469
Rural
Comprehensive
0
5
821
2
2021-11-23 15:21:39.131192
Poor
No
Rarely
Apartment
1,281
1,178,114
45
Female
718
Single
3
PhD
null
14.161895
Suburban
Comprehensive
1
0
339
2
2023-05-21 15:21:39.248098
Good
No
Rarely
Apartment
1,595
1,178,115
59
Female
627
Single
2
High School
null
4.251149
Suburban
Basic
null
14
622
1
2020-09-27 15:21:39.237118
null
Yes
Rarely
Apartment
668
1,178,116
35
Female
81
Divorced
3
Master's
null
27.929402
Urban
Premium
null
12
565
8
2021-07-18 15:21:39.146733
Good
Yes
Monthly
Apartment
761
1,178,117
63
Female
29,453
null
4
PhD
Employed
19.160523
Rural
Premium
0
6
727
9
2021-05-16 15:21:39.123711
Good
No
Rarely
Apartment
2,411
1,178,118
64
Female
46,279
Single
0
High School
null
36.077544
Suburban
Comprehensive
null
3
776
4
2022-08-30 15:21:39.087123
Good
No
Daily
Condo
1,705
1,178,119
31
Male
1,345
Married
2
Master's
Employed
13.838857
Rural
Basic
2
18
462
1
2022-09-09 15:21:39.172097
Average
No
Rarely
Condo
25
1,178,120
53
Male
null
Single
3
PhD
null
30.306219
Suburban
Comprehensive
1
0
304
1
2020-04-10 15:21:39.081504
Good
No
Rarely
House
813
1,178,121
35
Male
75,957
Single
4
High School
Self-Employed
47.362068
Urban
Comprehensive
0
16
null
9
2019-12-25 15:21:39.134960
Poor
No
Weekly
Condo
174
1,178,122
53
Male
17,132
Married
2
PhD
null
35.263638
Rural
Premium
0
6
765
5
2021-06-04 15:21:39.126661
Poor
No
Daily
Apartment
1,518
1,178,123
53
Male
20,346
Single
1
Bachelor's
null
11.812778
Urban
Premium
0
3
835
3
2023-09-24 15:21:39.097737
Good
No
Daily
Condo
2,076
1,178,124
44
Male
24,265
Married
4
High School
Unemployed
13.929544
Suburban
Basic
null
1
576
8
2021-03-16 15:21:39.281787
Poor
No
Monthly
Condo
604
1,178,125
52
Male
25,257
Single
null
Master's
Unemployed
45.710806
Rural
Comprehensive
1
1
null
5
2022-09-04 15:21:39.126661
Poor
No
Daily
House
1,524
1,178,126
33
Male
9,097
Married
0
Master's
Self-Employed
18.913763
Rural
Basic
1
6
557
2
2023-11-13 15:21:39.237118
Poor
Yes
Monthly
Apartment
1,361
1,178,127
51
Female
46,148
Married
0
High School
Unemployed
9.622265
Suburban
Premium
null
4
490
9
2023-09-24 15:21:39.154008
Poor
Yes
Daily
Apartment
119
1,178,128
54
Male
712
Married
3
Master's
Unemployed
39.814373
Suburban
Basic
3
14
738
1
2024-07-06 15:21:39.192212
Good
No
Daily
Apartment
542
1,178,129
23
Male
4,099
Divorced
2
Bachelor's
Self-Employed
20.663209
Suburban
Comprehensive
null
8
690
3
2023-03-18 15:21:39.254678
Poor
No
Monthly
Condo
111
1,178,130
30
Female
13,311
Divorced
2
Master's
Employed
33.039202
Suburban
Comprehensive
null
18
706
7
2022-01-13 15:21:39.134960
Average
Yes
Daily
House
539
1,178,131
30
Male
56,483
Divorced
null
PhD
null
12.880727
Rural
Basic
2
6
801
4
2024-05-15 15:21:39.155231
Poor
Yes
Rarely
House
3,357
1,178,132
24
Male
17,835
Single
4
PhD
null
27.951115
Suburban
Comprehensive
1
13
763
7
2023-10-18 15:21:39.214388
null
No
Monthly
Apartment
268
1,178,133
44
Female
null
Married
0
Bachelor's
null
32.749209
Rural
Comprehensive
2
13
456
4
2023-11-12 15:21:39.288099
Average
No
Monthly
House
955
1,178,134
19
Male
16,427
Divorced
1
High School
Employed
6.551979
Urban
Basic
0
0
444
4
2022-11-29 15:21:39.244069
null
No
Weekly
Condo
1,320
1,178,135
24
Female
36,592
Married
2
Bachelor's
null
20.817357
Urban
Basic
1
9
395
4
2023-10-25 15:21:39.085129
Average
No
Rarely
Condo
1,931
1,178,136
54
Female
27,650
Divorced
3
Bachelor's
Employed
14.638626
Urban
Premium
0
3
537
7
2020-08-03 15:21:39.155231
Good
No
Monthly
Apartment
2,879
1,178,137
56
Male
null
Divorced
2
High School
Employed
28.0156
Urban
Premium
0
18
401
9
2021-08-06 15:21:39.155231
Poor
Yes
Weekly
Apartment
1,803
1,178,138
59
Male
16,891
Married
1
PhD
Employed
25.519414
Rural
Comprehensive
1
4
773
2
2020-01-24 15:21:39.120168
Average
No
Monthly
Condo
713
1,178,139
19
Male
447
Single
1
Bachelor's
null
33.914493
Rural
Basic
null
3
758
4
2021-05-06 15:21:39.173834
Good
No
Daily
Condo
434
1,178,140
20
Female
34,207
Divorced
0
Bachelor's
Unemployed
21.120429
Suburban
Basic
0
5
339
4
2024-03-12 15:21:39.204790
Good
No
Monthly
House
503
1,178,141
37
Female
26,939
Married
4
High School
Unemployed
27.845006
Suburban
Comprehensive
null
8
511
2
2021-06-05 15:21:39.190215
Good
Yes
Daily
Condo
269
1,178,142
43
Male
135,988
Single
0
Bachelor's
Self-Employed
9.390461
Urban
Basic
1
16
455
3
2020-02-28 15:21:39.081504
Good
No
Daily
House
156
1,178,143
23
Male
9,791
Divorced
3
High School
null
37.746346
Suburban
Basic
1
7
742
5
2023-08-07 15:21:39.272456
Poor
Yes
Daily
Condo
1,826
1,178,144
21
Male
44,291
Single
3
Bachelor's
Unemployed
null
Rural
Premium
null
10
753
3
2020-07-12 15:21:39.205850
Average
No
Daily
House
552
1,178,145
46
Male
24,000
Single
0
Master's
null
5.945991
Rural
Comprehensive
1
9
505
1
2023-07-03 15:21:39.253660
Good
Yes
Monthly
Apartment
1,495
1,178,146
20
Male
24,983
Divorced
3
Bachelor's
Employed
18.40206
Rural
Basic
2
5
433
3
2020-02-21 15:21:39.134960
Average
No
Monthly
House
918
1,178,147
45
Male
9,081
Divorced
0
High School
Employed
42.735357
Suburban
Premium
1
10
591
9
2021-12-12 15:21:39.134960
Poor
Yes
Daily
Apartment
829
1,178,148
57
Female
23,593
null
4
PhD
null
26.884777
Rural
Premium
0
11
481
2
2023-01-07 15:21:39.173834
Average
No
Monthly
Apartment
1,314
1,178,149
59
Male
9,602
Single
0
Master's
Self-Employed
35.501799
Rural
Basic
0
9
512
1
2023-11-28 15:21:39.174719
Average
Yes
Weekly
Condo
1,171
1,178,150
41
Male
16,453
Married
4
Master's
Employed
32.63335
Urban
Premium
1
10
554
9
2022-03-27 15:21:39.095696
Average
Yes
Weekly
Condo
2,724
1,178,151
51
Male
16,094
Married
4
Bachelor's
Employed
9.997566
Suburban
Comprehensive
null
2
796
9
2020-10-18 15:21:39.155231
Average
No
Monthly
Apartment
605
1,178,152
61
Female
57,869
Divorced
2
PhD
Self-Employed
15.641015
Urban
Basic
1
4
445
3
2023-01-31 15:21:39.149731
null
Yes
Monthly
Apartment
566
1,178,153
54
Female
26,685
Married
1
Master's
Unemployed
16.395542
Rural
Basic
null
2
467
3
2019-11-29 15:21:39.186212
Poor
Yes
Monthly
House
1,723
1,178,154
37
Female
38,761
Single
3
PhD
null
23.819184
Rural
Basic
null
2
444
4
2021-06-09 15:21:39.175719
Average
Yes
Rarely
Condo
934
1,178,155
27
Male
null
null
null
Bachelor's
Self-Employed
25.27595
Suburban
Premium
null
19
721
2
2023-06-07 15:21:39.280784
Average
Yes
Daily
Apartment
231
1,178,156
19
Male
100,253
Single
0
PhD
null
7.666086
Rural
Comprehensive
0
9
368
8
2021-12-27 15:21:39.085129
Average
Yes
Daily
House
1,401
1,178,157
57
Male
21,073
Married
0
Bachelor's
Self-Employed
36.633925
Urban
Premium
1
8
753
1
2023-03-02 15:21:39.117183
Poor
No
Rarely
House
2,134
1,178,158
41
Female
20,676
Divorced
3
Bachelor's
null
41.923307
Rural
Basic
0
9
null
8
2024-03-21 15:21:39.201446
Good
Yes
Daily
Apartment
1,520
1,178,159
30
Female
28,321
Married
0
PhD
Self-Employed
16.939164
Urban
Premium
2
7
743
4
2022-11-06 15:21:39.223901
Poor
Yes
Daily
House
944
1,178,160
22
Male
11,881
Divorced
null
PhD
Employed
19.964673
Rural
Comprehensive
2
11
774
6
2022-01-16 15:21:39.237118
Good
No
Monthly
Condo
488
1,178,161
57
Female
764
Single
2
Master's
Employed
32.690475
Suburban
Premium
null
2
504
3
2021-05-04 15:21:39.237118
Poor
Yes
Weekly
Apartment
1,237
1,178,162
39
Female
null
Married
1
PhD
Unemployed
9.926603
Rural
Comprehensive
2
7
784
2
2022-02-18 15:21:39.288099
Good
No
Weekly
Condo
28
1,178,163
33
Female
3,275
Divorced
3
High School
Unemployed
6.011898
Urban
Comprehensive
null
19
320
6
2023-06-29 15:21:39.147735
Average
Yes
Daily
Apartment
500
1,178,164
57
Female
55,346
Single
3
PhD
Self-Employed
35.945868
Urban
Comprehensive
null
12
null
2
2020-07-20 15:21:39.147735
Good
Yes
Rarely
Condo
71
1,178,165
43
Female
133,817
Divorced
4
Bachelor's
null
10.339711
Urban
Basic
2
6
550
9
2022-03-15 15:21:39.092127
Poor
No
Rarely
House
144
1,178,166
18
Female
39
Single
3
PhD
Unemployed
37.43093
Urban
Premium
1
9
775
8
2019-09-06 15:21:39.257696
Average
No
Daily
House
2,075
1,178,167
33
Male
101,819
Single
0
High School
null
23.945507
Rural
Basic
2
12
451
2
2022-11-04 15:21:39.244069
Good
Yes
Daily
Apartment
1,246
1,178,168
55
Female
38,161
Single
3
Master's
Employed
19.417438
Suburban
Premium
null
2
730
2
2020-11-06 15:21:39.230483
Average
No
Rarely
House
641
1,178,169
40
Female
6,727
Single
2
High School
Employed
52.929597
Urban
Premium
1
4
742
4
2021-11-06 15:21:39.084065
Average
Yes
Daily
Condo
1,314
1,178,170
22
Female
5,644
Married
0
Master's
null
20.983777
Suburban
Comprehensive
null
13
null
8
2022-05-15 15:21:39.223901
Average
No
Monthly
House
1,346
1,178,171
29
Male
9,022
Single
1
Master's
Unemployed
37.951035
Rural
Basic
null
6
652
5
2023-08-17 15:21:39.236064
Good
Yes
Weekly
Condo
1,726
1,178,172
18
Male
17,706
Single
4
PhD
Employed
37.927444
Rural
Premium
0
6
590
4
2019-12-13 15:21:39.230483
Poor
Yes
Rarely
Apartment
920
1,178,173
49
Female
86,797
Married
2
Bachelor's
Employed
21.35889
Rural
Basic
null
5
815
2
2022-09-11 15:21:39.181605
Good
No
Monthly
House
359
1,178,174
62
Female
8,096
Married
0
Master's
Unemployed
22.638781
Suburban
Comprehensive
0
4
574
5
2023-03-17 15:21:39.134960
Poor
No
Monthly
Apartment
959
1,178,175
51
Male
818
Married
0
PhD
Unemployed
32.15102
Suburban
Premium
1
15
684
2
2023-08-25 15:21:39.237118
Good
Yes
Weekly
Apartment
2,327
1,178,176
32
Male
10,458
Married
null
Master's
Employed
46.988269
Urban
Premium
null
9
794
1
2021-11-09 15:21:39.134960
Good
Yes
Weekly
Condo
518
1,178,177
43
Female
12,086
Divorced
4
Bachelor's
null
16.049336
Suburban
Premium
null
8
607
8
2021-01-18 15:21:39.084065
Good
Yes
Weekly
House
2,355
1,178,178
57
Female
null
Married
3
PhD
Unemployed
32.674974
Rural
Comprehensive
null
12
790
8
2020-08-25 15:21:39.181605
null
No
Monthly
Condo
101
1,178,179
47
Female
39,051
Married
2
PhD
Unemployed
45.288883
Suburban
Comprehensive
1
5
612
2
2021-06-02 15:21:39.114118
Average
Yes
Daily
Apartment
904
1,178,180
26
Female
2,694
Divorced
2
Master's
Self-Employed
29.879797
Rural
Basic
0
17
822
4
2020-05-08 15:21:39.154008
null
No
Rarely
Condo
472
1,178,181
22
Female
6,839
Married
0
PhD
Unemployed
14.940945
Rural
Basic
1
16
543
2
2022-07-13 15:21:39.134960
Average
Yes
Daily
Apartment
1,372
1,178,182
31
Female
43,430
Married
0
High School
null
20.556725
Suburban
Comprehensive
null
0
767
5
2023-05-31 15:21:39.263607
Average
Yes
Daily
Condo
492
1,178,183
21
Male
57,860
Married
2
Master's
Employed
13.982629
Rural
Premium
1
4
320
8
2023-08-26 15:21:39.170099
Good
No
Rarely
Apartment
144
1,178,184
39
Male
712
Single
3
PhD
Employed
31.95541
Suburban
Basic
0
3
null
8
2023-09-20 15:21:39.207847
Good
Yes
Monthly
Apartment
2,285
1,178,185
35
Male
7,991
Divorced
3
Bachelor's
Unemployed
27.836632
Urban
Basic
1
12
796
7
2020-04-22 15:21:39.086123
Good
No
Weekly
House
581
1,178,186
47
Female
45,901
Single
0
High School
Self-Employed
29.827065
Urban
Comprehensive
null
4
515
6
2020-09-26 15:21:39.134960
Average
Yes
Monthly
Apartment
962
1,178,187
48
Female
43,784
Married
0
PhD
Self-Employed
8.811107
Urban
Premium
null
15
760
8
2021-09-04 15:21:39.155231
Average
Yes
Daily
House
704
1,178,188
51
Male
30,382
Single
3
PhD
Unemployed
14.2455
Rural
Premium
0
2
662
2
2024-05-20 15:21:39.155231
Poor
No
Weekly
House
679
1,178,189
43
Male
27,155
Divorced
4
High School
Employed
23.714723
Suburban
Premium
null
12
487
1
2023-01-11 15:21:39.276901
Good
Yes
Weekly
Apartment
669
1,178,190
60
Female
144,982
Married
1
Master's
Unemployed
46.539692
Suburban
Basic
1
10
388
1
2020-12-22 15:21:39.196387
Good
Yes
Weekly
Condo
25
1,178,191
42
Female
69,512
Single
3
PhD
null
15.140979
Urban
Basic
1
8
728
2
2021-06-12 15:21:39.237118
Poor
Yes
Daily
Apartment
119
1,178,192
21
Female
17,081
Single
1
PhD
Unemployed
29.837204
Rural
Comprehensive
0
10
null
7
2022-07-25 15:21:39.155231
Average
No
Weekly
House
2,640
1,178,193
47
Female
5,894
Married
3
Bachelor's
Unemployed
5.933855
Rural
Basic
null
1
535
1
2024-07-26 15:21:39.189223
Average
Yes
Daily
Condo
441
1,178,194
24
Female
54,803
Divorced
0
Master's
Employed
39.36206
Suburban
Basic
0
9
554
8
2023-11-07 15:21:39.236064
Average
No
Monthly
Condo
51
1,178,195
58
Female
10,014
Divorced
4
Master's
Self-Employed
39.272717
Rural
Comprehensive
null
10
506
7
2020-07-04 15:21:39.155231
Poor
Yes
Daily
Apartment
72
1,178,196
42
Male
35,321
Married
3
High School
Employed
33.992065
Urban
Basic
2
8
null
9
2023-09-26 15:21:39.228521
Average
Yes
Monthly
Apartment
659
1,178,197
34
Female
12,818
Divorced
0
Bachelor's
null
22.933479
Suburban
Basic
null
17
727
3
2023-07-02 15:21:39.167099
Average
No
Daily
Apartment
616
1,178,198
63
Female
28,585
Divorced
null
Master's
null
6.093092
Suburban
Basic
null
17
669
3
2021-08-25 15:21:39.237118
Good
Yes
Weekly
Condo
1,676
1,178,199
51
Male
8,198
Married
1
High School
Self-Employed
15.382026
Urban
Comprehensive
null
0
null
5
2023-12-09 15:21:39.164044
Average
Yes
Rarely
Apartment
1,184