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
9,900
36
Female
123,421
Married
1
PhD
Employed
44.14832
Suburban
Premium
1
17
401
1
2021-08-17 15:21:39.167099
Average
Yes
Weekly
House
1,605
9,901
57
Male
18,644
Single
null
PhD
null
47.898145
Rural
Premium
null
7
758
9
2021-09-25 15:21:39.273973
Average
Yes
Monthly
Apartment
1,113
9,902
57
Male
96,727
Divorced
4
PhD
Unemployed
15.954435
Rural
Comprehensive
null
3
351
5
2022-10-11 15:21:39.230483
Good
Yes
Daily
House
343
9,903
61
Female
21,026
Divorced
1
Bachelor's
null
32.27503
Suburban
Comprehensive
0
11
696
7
2020-02-24 15:21:39.231531
Good
No
Rarely
House
2,108
9,904
31
Male
6,926
Divorced
4
Master's
null
50.459638
Suburban
Basic
1
18
818
4
2022-09-03 15:21:39.080440
Good
No
Daily
Apartment
1,347
9,905
41
Male
null
Divorced
0
PhD
Self-Employed
23.336324
Suburban
Comprehensive
null
13
836
9
2023-10-09 15:21:39.112553
Good
No
Weekly
House
382
9,906
56
Female
930
Divorced
1
PhD
Unemployed
11.68053
Rural
Basic
2
12
709
7
2023-06-10 15:21:39.134960
Average
Yes
Weekly
House
634
9,907
46
Male
17,305
Single
2
Master's
Unemployed
21.003368
Suburban
Premium
1
12
null
6
2022-03-02 15:21:39.155231
Poor
Yes
Weekly
Condo
1,667
9,908
25
Female
87,828
Divorced
1
High School
Employed
48.133627
Suburban
Premium
1
9
707
3
2019-09-01 15:21:39.211806
null
Yes
Daily
House
2,133
9,909
63
Male
27,349
Married
1
PhD
Unemployed
41.576851
Rural
Basic
2
4
464
1
2019-11-06 15:21:39.247098
Good
Yes
Rarely
House
2,788
9,910
33
Male
12,791
Single
4
Master's
Employed
42.844477
Urban
Comprehensive
null
7
594
8
2023-09-13 15:21:39.177724
Average
No
Weekly
Condo
1,244
9,911
18
Female
23,767
Single
2
Master's
null
17.175528
Suburban
Comprehensive
0
0
null
4
2021-04-20 15:21:39.133866
Poor
No
Rarely
Condo
768
9,912
40
Female
42,482
Married
4
High School
null
42.681907
Urban
Comprehensive
null
4
704
7
2021-06-29 15:21:39.150730
Poor
Yes
Weekly
House
1,035
9,913
49
Female
1,143
Married
3
Bachelor's
Employed
39.273513
Urban
Comprehensive
1
3
710
6
2020-09-13 15:21:39.155231
Good
No
Daily
Condo
3,284
9,914
25
Female
52,380
Divorced
4
Bachelor's
Employed
15.460838
Suburban
Premium
0
8
454
2
2020-12-11 15:21:39.237118
Average
Yes
Daily
House
2,136
9,915
28
Female
null
Married
2
Bachelor's
Self-Employed
28.30271
Urban
Premium
1
18
368
9
2021-04-17 15:21:39.097737
Average
No
Monthly
Condo
1,284
9,916
46
Male
17,140
Divorced
0
High School
null
39.845232
Rural
Comprehensive
null
5
716
3
2021-12-22 15:21:39.146733
Poor
No
Weekly
House
793
9,917
36
Male
8,885
Married
0
Master's
Unemployed
21.055517
Urban
Premium
0
17
734
1
2021-04-13 15:21:39.155231
Poor
Yes
Monthly
Condo
91
9,918
41
Male
94,922
Married
2
PhD
null
41.674411
Suburban
Basic
1
7
795
6
2020-06-02 15:21:39.092127
Good
No
Daily
Condo
171
9,919
38
Male
15,881
Divorced
3
Bachelor's
null
8.013637
Suburban
Basic
2
14
439
3
2023-11-15 15:21:39.192212
Good
No
Weekly
Apartment
2,765
9,920
36
Male
35,672
Single
1
High School
Self-Employed
17.917287
Urban
Basic
0
17
462
6
2021-12-01 15:21:39.192212
Poor
Yes
Rarely
Apartment
1,726
9,921
47
Female
111,017
Divorced
0
Master's
Self-Employed
30.957696
Suburban
Premium
0
16
767
1
2022-10-30 15:21:39.186212
Good
No
Weekly
Apartment
210
9,922
21
Female
62,647
Married
3
Master's
Self-Employed
11.64652
Suburban
Basic
0
14
445
2
2020-10-29 15:21:39.088124
Poor
No
Daily
Apartment
3,128
9,923
18
Female
2,695
Divorced
3
Master's
Self-Employed
7.642651
Suburban
Basic
0
6
728
1
2023-02-01 15:21:39.256696
Average
No
Daily
House
2,355
9,924
18
Male
8,773
Single
3
PhD
Self-Employed
36.352452
Urban
Basic
2
10
null
1
2023-04-11 15:21:39.193945
Good
No
Monthly
Apartment
104
9,925
39
Male
10,705
Divorced
2
Bachelor's
null
29.912155
Suburban
Premium
0
12
844
1
2021-05-20 15:21:39.193945
Good
Yes
Weekly
Condo
394
9,926
48
Male
76,738
Single
null
High School
Self-Employed
16.63335
Urban
Basic
null
10
366
4
2020-04-25 15:21:39.276901
Good
Yes
Rarely
House
1,034
9,927
55
Female
27,190
Married
null
Bachelor's
Employed
27.646215
Suburban
Comprehensive
3
11
556
8
2023-10-24 15:21:39.134960
Poor
No
Rarely
Condo
1,549
9,928
33
Female
2,722
Single
4
High School
Unemployed
28.3026
Urban
Basic
null
13
635
2
2023-01-08 15:21:39.099739
Average
Yes
Monthly
Condo
41
9,929
37
Female
18,069
Single
1
Bachelor's
null
34.753416
Rural
Comprehensive
null
5
400
5
2024-02-26 15:21:39.107553
Poor
Yes
Daily
House
27
9,930
45
Female
85,591
Single
3
Master's
Self-Employed
19.456835
Rural
Basic
null
15
505
3
2024-04-24 15:21:39.276901
null
Yes
Daily
Apartment
72
9,931
24
Female
3,389
Married
0
Bachelor's
Self-Employed
17.1729
Suburban
Basic
null
17
506
3
2019-10-01 15:21:39.188220
Average
No
Weekly
House
762
9,932
20
Male
56,819
null
1
PhD
null
41.410871
Rural
Comprehensive
2
8
null
6
2021-08-08 15:21:39.252145
Good
Yes
Rarely
Condo
892
9,933
46
Male
59,024
Married
1
Bachelor's
Employed
28.938314
Rural
Premium
0
11
308
4
2020-12-13 15:21:39.134960
Poor
Yes
Daily
Condo
437
9,934
28
Male
43,787
Married
4
High School
Self-Employed
14.16841
Urban
Comprehensive
null
2
728
9
2022-10-15 15:21:39.175719
Average
No
Rarely
Condo
1,256
9,935
46
Female
899
Single
2
Master's
null
19.854189
Rural
Comprehensive
2
6
653
6
2021-06-24 15:21:39.155231
Poor
Yes
Weekly
Apartment
581
9,936
21
Male
29,453
Married
1
Master's
Employed
50.471439
Rural
Comprehensive
1
10
628
8
2023-05-19 15:21:39.228521
Poor
Yes
Daily
House
614
9,937
29
Female
35,297
Divorced
2
Master's
null
26.869114
Urban
Premium
null
18
513
4
2024-06-05 15:21:39.279729
Good
Yes
Daily
Apartment
2,096
9,938
62
Male
52,328
Single
4
PhD
Self-Employed
29.886487
Urban
Basic
0
11
431
4
2021-03-01 15:21:39.255696
Poor
Yes
Monthly
House
872
9,939
43
Male
6,439
Divorced
4
Bachelor's
Employed
18.527692
Urban
Premium
null
18
434
5
2024-01-29 15:21:39.237118
Poor
No
Weekly
House
2,188
9,940
33
Male
4,937
Married
2
Bachelor's
null
15.636338
Rural
Premium
null
18
766
6
2019-10-14 15:21:39.134960
Poor
Yes
Daily
Condo
1,350
9,941
45
Male
85,989
null
0
PhD
Employed
42.907998
Rural
Basic
2
12
541
1
2020-03-08 15:21:39.252145
Good
No
Monthly
House
565
9,942
46
Male
4,847
Single
0
Master's
Employed
19.231213
Suburban
Basic
0
9
392
9
2021-03-31 15:21:39.254678
Poor
Yes
Rarely
House
1,365
9,943
43
Male
8,175
Single
3
PhD
null
33.967964
Suburban
Comprehensive
1
1
764
6
2022-02-19 15:21:39.090124
Average
No
Weekly
Apartment
518
9,944
63
Female
28,897
Single
3
Bachelor's
null
13.93918
Rural
Basic
0
5
796
6
2022-07-04 15:21:39.097737
Poor
No
Rarely
Condo
881
9,945
47
Female
18,127
Married
4
Bachelor's
Self-Employed
20.232802
Rural
Basic
1
4
534
6
2021-04-22 15:21:39.125660
Poor
No
Weekly
Condo
514
9,946
55
Male
14,862
Single
3
Master's
null
8.67369
Rural
Comprehensive
1
8
609
4
2023-05-24 15:21:39.134960
null
No
Weekly
House
1,418
9,947
19
Male
139,927
Single
null
PhD
Self-Employed
null
Suburban
Comprehensive
null
3
543
9
2023-01-10 15:21:39.133866
Good
Yes
Weekly
Apartment
2,610
9,948
56
Female
20,571
Married
2
PhD
null
44.957135
Suburban
Comprehensive
0
14
683
7
2022-06-11 15:21:39.237118
Poor
No
Monthly
Apartment
1,320
9,949
51
Male
18,405
Divorced
null
Bachelor's
null
6.787523
Rural
Basic
1
9
522
4
2021-06-12 15:21:39.201446
Average
Yes
Monthly
House
36
9,950
50
Female
16,285
Divorced
0
PhD
Employed
27.812984
Rural
Comprehensive
1
15
725
7
2023-05-09 15:21:39.237118
Poor
No
Weekly
Apartment
1,117
9,951
28
Male
29,508
Divorced
3
Bachelor's
null
14.751791
Urban
Premium
null
3
672
8
2022-08-03 15:21:39.192212
Poor
Yes
Weekly
Condo
1,259
9,952
60
Male
18,071
Single
4
Bachelor's
null
36.696982
Suburban
Premium
1
13
null
2
2022-11-02 15:21:39.097737
Poor
Yes
Monthly
Condo
2,480
9,953
43
Male
2,423
Married
3
Bachelor's
Employed
50.177813
Suburban
Premium
null
17
442
6
2019-10-01 15:21:39.168099
Good
Yes
Monthly
House
1,486
9,954
62
Male
13,251
Divorced
4
PhD
Unemployed
4.284536
Rural
Premium
2
13
505
9
2021-05-03 15:21:39.104139
Good
No
Weekly
Apartment
627
9,955
34
Male
14,079
Divorced
2
High School
null
31.624291
Urban
Premium
null
18
710
9
2021-11-12 15:21:39.188220
Average
Yes
Monthly
Condo
638
9,956
33
Female
46,775
Married
3
Master's
Unemployed
7.878472
Urban
Premium
null
11
796
6
2020-02-15 15:21:39.255696
Poor
No
Monthly
Condo
389
9,957
39
Female
148,895
Divorced
3
High School
null
6.982716
Urban
Premium
null
1
433
8
2023-01-26 15:21:39.098696
Average
Yes
Rarely
House
542
9,958
40
Female
null
Single
1
Bachelor's
Self-Employed
28.48886
Suburban
Premium
1
18
433
9
2021-09-01 15:21:39.155231
Average
Yes
Daily
House
1,703
9,959
18
Female
13,873
Single
3
High School
null
32.666782
Suburban
Comprehensive
1
12
637
1
2023-08-16 15:21:39.255696
Good
No
Rarely
Apartment
1,238
9,960
60
Male
4,442
Married
null
Bachelor's
Self-Employed
15.839762
Urban
Comprehensive
null
3
638
5
2023-04-15 15:21:39.254678
Good
No
Rarely
Condo
268
9,961
57
Female
26,881
Married
3
Bachelor's
Employed
11.699819
Suburban
Comprehensive
1
2
786
8
2020-05-28 15:21:39.252145
Poor
Yes
Weekly
House
832
9,962
43
Female
5,510
Married
4
Master's
Unemployed
9.259799
Rural
Basic
0
0
439
8
2024-07-30 15:21:39.094752
Average
Yes
Weekly
Condo
786
9,963
63
Female
38,925
Married
1
Bachelor's
null
32.879203
Suburban
Comprehensive
0
14
710
9
2023-08-25 15:21:39.226954
Average
Yes
Monthly
Apartment
1,032
9,964
41
Male
26,395
Single
null
High School
Employed
19.290616
Rural
Premium
1
9
794
1
2022-07-30 15:21:39.147735
Average
No
Rarely
Apartment
554
9,965
50
Female
13,482
Divorced
4
PhD
Self-Employed
8.773152
Rural
Comprehensive
3
19
442
3
2022-08-30 15:21:39.122134
Average
No
Monthly
House
4,123
9,966
19
Male
20,495
Divorced
1
Bachelor's
Employed
13.283831
Rural
Premium
null
3
364
6
2023-04-01 15:21:39.283783
Poor
Yes
Daily
Condo
634
9,967
59
Male
5,900
Single
2
Bachelor's
null
21.502977
Rural
Premium
1
13
765
3
2022-12-07 15:21:39.097737
null
Yes
Weekly
Condo
333
9,968
24
Male
142,838
Married
1
Master's
null
14.835755
Rural
Premium
2
9
761
8
2019-09-17 15:21:39.186212
Average
Yes
Monthly
Apartment
35
9,969
30
Female
3,322
Married
4
Bachelor's
Employed
null
Rural
Premium
2
2
710
5
2020-10-03 15:21:39.116179
Poor
Yes
Monthly
House
889
9,970
32
Male
7,432
Single
2
High School
Employed
50.927121
Suburban
Basic
0
2
730
9
2022-03-11 15:21:39.206847
Poor
Yes
Rarely
Apartment
312
9,971
62
Female
82,970
Single
2
PhD
null
8.907686
Rural
Basic
2
15
778
1
2022-02-21 15:21:39.155231
Good
No
Rarely
Apartment
2,108
9,972
50
Male
25,897
Single
2
Master's
Self-Employed
32.838167
Suburban
Comprehensive
1
7
821
1
2024-06-24 15:21:39.237118
Average
Yes
Weekly
Condo
638
9,973
22
Female
22,603
Single
4
PhD
null
29.766144
Suburban
Comprehensive
null
7
524
3
2021-05-09 15:21:39.148733
Poor
Yes
Daily
Apartment
514
9,974
27
Female
37,968
Single
1
PhD
Employed
20.166792
Suburban
Basic
3
12
538
7
2023-11-21 15:21:39.083497
Poor
Yes
Monthly
Apartment
763
9,975
58
Female
1,334
Married
0
Master's
Unemployed
12.338823
Suburban
Premium
2
2
772
7
2021-08-29 15:21:39.191219
Good
Yes
Rarely
Condo
837
9,976
45
Female
34,825
Divorced
2
High School
Self-Employed
5.716541
Rural
Comprehensive
null
2
468
4
2023-09-18 15:21:39.134960
Good
Yes
Rarely
Condo
40
9,977
37
Female
5,735
Divorced
1
High School
Employed
20.058142
Suburban
Premium
null
3
847
7
2022-06-23 15:21:39.237118
null
No
Daily
Condo
1,536
9,978
58
Male
1,696
null
null
High School
Unemployed
34.739843
Suburban
Premium
null
3
null
3
2020-03-04 15:21:39.276901
Average
No
Rarely
Apartment
1,956
9,979
53
Female
11,244
Married
0
PhD
Self-Employed
8.624258
Urban
Comprehensive
0
3
835
4
2023-02-04 15:21:39.134960
Poor
Yes
Daily
Condo
113
9,980
50
Male
13,773
Divorced
0
High School
Employed
39.647598
Urban
Basic
1
6
null
3
2023-01-09 15:21:39.126661
Average
Yes
Rarely
Apartment
1,659
9,981
45
Female
70,725
Divorced
2
PhD
Self-Employed
21.658842
Rural
Premium
null
12
707
4
2022-06-07 15:21:39.087123
Average
Yes
Rarely
Apartment
402
9,982
31
Female
26,553
Divorced
0
PhD
Employed
null
Rural
Premium
1
15
729
3
2021-11-25 15:21:39.111551
Good
No
Weekly
Condo
1,229
9,983
47
Female
5,815
Single
1
High School
null
8.242752
Suburban
Basic
1
10
455
8
2019-09-02 15:21:39.268507
Poor
Yes
Rarely
Apartment
26
9,984
19
Female
787
Divorced
2
High School
null
15.187719
Suburban
Basic
1
6
462
9
2021-06-09 15:21:39.085129
Good
No
Rarely
House
1,054
9,985
63
Male
26,776
Divorced
1
High School
Employed
4.719818
Rural
Comprehensive
0
2
null
1
2021-06-18 15:21:39.194829
Average
No
Daily
Apartment
988
9,986
45
Male
10,464
Divorced
2
PhD
Self-Employed
24.824137
Suburban
Premium
null
1
null
1
2023-07-12 15:21:39.206847
null
No
Weekly
Condo
551
9,987
26
Male
36,388
Married
0
Bachelor's
null
23.854269
Suburban
Comprehensive
3
8
null
7
2020-06-28 15:21:39.214388
Good
No
Weekly
Apartment
3,663
9,988
37
Male
141,856
Married
3
High School
Employed
16.477532
Urban
Basic
1
15
308
1
2024-05-18 15:21:39.237118
Poor
No
Weekly
Condo
2,557
9,989
64
Female
43,984
Married
0
Master's
Employed
34.516024
Suburban
Premium
null
17
559
9
2022-07-09 15:21:39.183598
Good
Yes
Daily
Apartment
1,619
9,990
36
Male
138,482
Divorced
0
PhD
Self-Employed
49.006548
Urban
Comprehensive
null
15
485
6
2022-05-25 15:21:39.199447
Good
No
Monthly
Apartment
30
9,991
34
Male
12,053
Married
1
Bachelor's
null
20.464965
Urban
Premium
null
15
825
1
2023-12-29 15:21:39.155231
null
Yes
Weekly
Apartment
968
9,992
26
Male
37,071
Divorced
0
Master's
Self-Employed
9.168002
Rural
Basic
1
10
758
9
2019-10-28 15:21:39.134960
Average
Yes
Rarely
Apartment
254
9,993
29
Female
52,282
null
4
PhD
Self-Employed
27.739545
Urban
Premium
1
8
424
6
2022-12-19 15:21:39.237118
Poor
No
Weekly
Condo
492
9,994
37
Female
13,911
Married
2
High School
Unemployed
6.606675
Urban
Comprehensive
null
15
667
5
2020-01-28 15:21:39.288099
Average
No
Rarely
House
1,130
9,995
33
Female
37,223
Single
2
Master's
Self-Employed
26.71482
Rural
Basic
null
8
589
1
2022-11-22 15:21:39.155231
Poor
Yes
Weekly
Apartment
675
9,996
25
Male
34,757
Married
4
High School
null
13.595529
Rural
Basic
1
15
757
6
2021-10-11 15:21:39.218388
Good
Yes
Rarely
Apartment
736
9,997
36
Female
null
Married
4
Bachelor's
null
23.964173
Urban
Comprehensive
0
13
717
1
2022-02-08 15:21:39.155231
Good
Yes
Weekly
House
100
9,998
41
Female
2,750
Divorced
4
High School
null
12.869265
Rural
Basic
3
9
663
5
2022-06-06 15:21:39.092127
Average
Yes
Daily
Apartment
464
9,999
32
Female
142,692
Divorced
1
Bachelor's
null
49.264914
Suburban
Premium
2
8
677
3
2022-09-08 15:21:39.222387
Poor
Yes
Weekly
Condo
157