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
9,000
32
Male
123,716
Married
4
PhD
Employed
13.69674
Suburban
Premium
0
15
540
4
2019-10-19 15:21:39.124659
Good
Yes
Weekly
Apartment
4,535
9,001
23
Female
76,954
Married
1
Bachelor's
Self-Employed
28.817893
Urban
Premium
0
11
null
7
2020-07-28 15:21:39.079128
Average
No
Monthly
Condo
260
9,002
37
Male
13,616
Divorced
4
Bachelor's
Unemployed
17.328612
Rural
Comprehensive
1
19
574
3
2020-04-20 15:21:39.134960
Average
Yes
Monthly
Condo
1,606
9,003
38
Male
40,688
Single
2
Master's
Self-Employed
27.251161
Rural
Premium
1
6
790
6
2022-11-02 15:21:39.187211
Poor
No
Weekly
Condo
3,446
9,004
52
Female
27,199
Divorced
4
Bachelor's
null
15.928352
Rural
Premium
0
12
729
2
2023-05-03 15:21:39.283783
Average
Yes
Rarely
Apartment
992
9,005
44
Female
4,893
Divorced
3
Bachelor's
Self-Employed
40.723303
Urban
Premium
null
18
462
4
2022-06-12 15:21:39.185215
Good
Yes
Weekly
House
709
9,006
45
Female
52,756
Divorced
0
High School
Unemployed
22.836666
Rural
Basic
2
13
734
4
2020-09-26 15:21:39.092127
Average
No
Monthly
Apartment
23
9,007
30
Female
1,796
Divorced
1
PhD
Employed
22.171129
Urban
Comprehensive
2
11
437
2
2021-05-02 15:21:39.155231
Poor
Yes
Rarely
Apartment
959
9,008
39
Female
39,096
Married
1
High School
Employed
null
Suburban
Premium
0
2
null
8
2024-03-09 15:21:39.223390
Poor
No
Rarely
Apartment
856
9,009
35
Female
142,234
Divorced
1
Bachelor's
Self-Employed
27.272924
Urban
Basic
null
18
519
3
2019-08-29 15:21:39.253660
Good
No
Monthly
Apartment
2,312
9,010
47
Male
null
Single
null
High School
Employed
23.85713
Suburban
Premium
1
10
539
3
2020-07-06 15:21:39.258696
Good
Yes
Rarely
House
65
9,011
43
Male
39,934
Divorced
1
PhD
Unemployed
6.488436
Suburban
Premium
null
4
825
4
2024-06-09 15:21:39.181605
Average
Yes
Daily
House
989
9,012
60
Female
null
Divorced
1
Master's
null
26.717675
Urban
Comprehensive
0
12
536
8
2020-09-16 15:21:39.248098
Good
No
Weekly
Condo
118
9,013
53
Male
73,342
Divorced
1
High School
Self-Employed
47.459731
Rural
Basic
0
0
361
9
2023-09-22 15:21:39.098696
Average
Yes
Rarely
Apartment
964
9,014
56
Male
7,284
Single
2
Master's
Unemployed
15.558108
Urban
Premium
null
16
570
9
2020-02-28 15:21:39.182597
Poor
Yes
Monthly
Condo
1,028
9,015
48
Male
50,193
Married
null
Bachelor's
Employed
22.509624
Rural
Premium
0
4
387
5
2022-01-14 15:21:39.211806
Good
No
Monthly
House
1,135
9,016
23
Male
16,270
Married
3
Master's
Employed
13.527328
Urban
Comprehensive
0
16
470
1
2023-01-10 15:21:39.144722
Good
No
Rarely
Apartment
1,100
9,017
54
Female
11,598
Married
2
Master's
Employed
10.912377
Suburban
Premium
1
17
557
1
2022-08-30 15:21:39.134960
Poor
No
Monthly
Apartment
573
9,018
42
Female
39,209
Married
0
High School
null
28.35842
Rural
Premium
null
6
573
9
2020-07-15 15:21:39.134960
Good
Yes
Monthly
Condo
2,047
9,019
64
Male
48,193
Married
4
High School
Self-Employed
26.696478
Urban
Basic
null
4
659
9
2022-05-05 15:21:39.289099
Average
Yes
Daily
Condo
91
9,020
44
Male
18,368
Divorced
4
High School
Employed
8.711757
Urban
Comprehensive
1
16
849
8
2020-04-07 15:21:39.134960
Good
Yes
Weekly
House
2,175
9,021
50
Female
3,801
Single
3
PhD
Self-Employed
23.164414
Rural
Comprehensive
1
15
578
5
2021-06-04 15:21:39.123711
Good
No
Weekly
Condo
30
9,022
31
Male
54,108
Single
1
Master's
Unemployed
48.845378
Rural
Premium
1
13
457
4
2022-03-20 15:21:39.122134
Good
No
Rarely
House
2,554
9,023
38
Male
26,367
Married
0
PhD
null
18.982128
Rural
Premium
1
14
816
9
2022-02-12 15:21:39.272456
Average
Yes
Monthly
Apartment
536
9,024
53
Male
25,571
Single
0
Master's
Employed
15.059058
Urban
Comprehensive
0
12
691
1
2021-03-31 15:21:39.155231
Poor
No
Monthly
Apartment
257
9,025
49
Male
26,395
Married
1
PhD
Employed
25.454308
Suburban
Premium
0
18
837
4
2023-05-05 15:21:39.268507
Poor
Yes
Rarely
Apartment
2,871
9,026
60
Male
28,963
Divorced
null
PhD
Self-Employed
38.2845
Suburban
Basic
1
0
629
5
2023-03-12 15:21:39.079128
Average
No
Weekly
House
2,798
9,027
34
Male
51,878
Single
3
Bachelor's
Unemployed
18.176919
Rural
Premium
null
13
365
3
2024-05-10 15:21:39.108562
Poor
No
Monthly
Apartment
862
9,028
41
Female
11,582
Married
null
PhD
null
6.346878
Rural
Basic
0
1
null
7
2021-07-12 15:21:39.237118
Average
Yes
Monthly
Apartment
571
9,029
52
Female
122,666
Married
0
PhD
null
51.642431
Urban
Premium
1
13
572
1
2024-06-12 15:21:39.214388
Average
No
Daily
Apartment
1,441
9,030
20
Female
15,893
Married
2
High School
null
16.39666
Urban
Premium
null
8
762
7
2023-07-18 15:21:39.151732
Poor
No
Daily
House
904
9,031
35
Male
null
Single
3
Master's
Employed
36.359871
Rural
Basic
0
17
703
7
2023-03-03 15:21:39.148733
Good
No
Monthly
Condo
49
9,032
53
Female
87,234
Married
0
PhD
Unemployed
23.095535
Urban
Premium
null
9
356
4
2022-05-31 15:21:39.134960
Average
No
Daily
Condo
87
9,033
50
Male
69,093
Married
2
Bachelor's
Unemployed
null
Rural
Comprehensive
0
9
586
7
2023-11-11 15:21:39.126661
null
No
Daily
Condo
111
9,034
25
Female
29,350
Divorced
0
Bachelor's
Unemployed
45.919815
Urban
Comprehensive
null
0
661
4
2023-12-06 15:21:39.254678
Good
Yes
Rarely
Condo
645
9,035
36
Female
11,912
Married
3
Master's
null
23.776974
Suburban
Comprehensive
0
3
483
3
2024-01-13 15:21:39.254678
Poor
No
Daily
House
1,205
9,036
20
Male
31,478
Single
4
Master's
Employed
7.936962
Urban
Basic
3
4
821
5
2022-01-07 15:21:39.173834
Poor
No
Monthly
House
2,498
9,037
49
Female
11,958
Divorced
3
Bachelor's
Employed
20.82768
Suburban
Premium
null
10
577
4
2022-06-14 15:21:39.199447
Poor
No
Rarely
Apartment
595
9,038
47
Female
4,549
Divorced
2
Bachelor's
Unemployed
8.93637
Suburban
Comprehensive
0
7
null
2
2020-02-04 15:21:39.237118
Good
Yes
Weekly
Condo
118
9,039
39
Male
126,449
Divorced
null
Master's
null
8.87936
Suburban
Premium
0
8
474
3
2021-07-14 15:21:39.237118
Average
Yes
Weekly
House
20
9,040
61
Female
16,761
Divorced
0
PhD
Employed
39.719829
Suburban
Premium
2
5
628
5
2023-03-24 15:21:39.187211
Average
No
Weekly
House
1,020
9,041
32
Male
1,025
Married
3
Master's
Employed
20.912245
Rural
Basic
1
9
784
1
2020-11-12 15:21:39.155231
Average
Yes
Monthly
House
3,137
9,042
30
Female
null
Divorced
4
Bachelor's
Unemployed
null
Rural
Comprehensive
null
4
539
4
2023-05-02 15:21:39.146733
Good
No
Weekly
House
48
9,043
29
Male
4,742
Divorced
4
Bachelor's
Unemployed
35.387674
Suburban
Basic
0
11
480
3
2023-05-23 15:21:39.174719
Good
Yes
Weekly
Condo
694
9,044
43
Female
35,799
Single
1
PhD
null
48.473777
Urban
Comprehensive
1
10
null
3
2020-01-06 15:21:39.237118
Poor
Yes
Rarely
Condo
357
9,045
36
Female
null
Single
2
Bachelor's
null
2.746113
Urban
Comprehensive
0
5
755
1
2024-07-11 15:21:39.202448
Good
Yes
Daily
House
1,233
9,046
63
Female
31,008
Married
0
PhD
Employed
25.84845
Rural
Premium
1
11
822
9
2022-11-06 15:21:39.155231
Poor
No
Rarely
Condo
594
9,047
32
Male
4,725
Single
4
PhD
Unemployed
21.235938
Rural
Basic
0
14
519
5
2022-08-14 15:21:39.134960
Average
No
Weekly
Apartment
2,853
9,048
31
Male
103,499
Divorced
0
Bachelor's
Employed
7.827133
Rural
Comprehensive
2
6
690
9
2023-05-27 15:21:39.167099
Average
Yes
Rarely
Apartment
2,473
9,049
53
Male
19,302
Married
1
Bachelor's
Unemployed
38.937008
Rural
Basic
0
4
774
6
2022-02-06 15:21:39.206847
Poor
Yes
Rarely
Condo
401
9,050
28
Male
12,962
Married
3
High School
Self-Employed
24.692456
Urban
Premium
0
14
571
9
2023-12-03 15:21:39.224915
Poor
No
Weekly
Apartment
1,174
9,051
58
Female
null
Single
0
High School
null
31.919478
Urban
Basic
null
8
647
8
2020-05-17 15:21:39.281787
Good
Yes
Rarely
Condo
363
9,052
63
Female
18,216
Single
1
Bachelor's
null
13.381913
Rural
Basic
2
18
492
3
2024-07-30 15:21:39.143708
Average
No
Weekly
House
939
9,053
57
Female
68,922
Married
4
High School
Self-Employed
19.25553
Suburban
Premium
0
0
482
7
2023-09-16 15:21:39.134960
Poor
Yes
Daily
House
2,320
9,054
26
Male
70,725
Single
4
High School
Self-Employed
16.296023
Rural
Premium
2
5
581
4
2022-08-20 15:21:39.132191
Good
Yes
Weekly
Apartment
231
9,055
44
Male
6,872
Single
4
PhD
null
44.447512
Rural
Premium
0
8
776
2
2020-02-12 15:21:39.134960
null
No
Weekly
Apartment
1,313
9,056
60
Female
18,175
Divorced
null
High School
null
40.291191
Urban
Basic
1
7
474
3
2023-05-13 15:21:39.155231
Average
Yes
Monthly
Condo
1,048
9,057
21
Female
33,001
Married
2
High School
null
39.179847
Rural
Comprehensive
1
1
648
3
2023-04-03 15:21:39.106582
Average
Yes
Rarely
Condo
755
9,058
48
Male
25,683
Married
0
Bachelor's
Unemployed
20.751147
Rural
Comprehensive
0
3
658
8
2022-12-17 15:21:39.114118
Average
Yes
Weekly
House
2,106
9,059
49
Female
66,749
Married
0
Master's
Self-Employed
13.450054
Urban
Basic
null
7
407
4
2022-04-27 15:21:39.191219
Average
Yes
Rarely
House
407
9,060
28
Female
967
Married
4
Master's
null
27.566287
Suburban
Premium
1
9
663
4
2024-05-29 15:21:39.155231
Good
Yes
Monthly
Apartment
26
9,061
63
Female
4,906
Married
2
Bachelor's
Employed
21.874283
Urban
Premium
null
18
696
2
2019-11-02 15:21:39.204790
Good
Yes
Monthly
House
2,114
9,062
46
Female
15,215
Married
0
High School
Unemployed
21.553751
Urban
Basic
0
0
null
8
2023-02-25 15:21:39.151732
Average
No
Weekly
Condo
1,803
9,063
24
Male
38,216
Divorced
1
PhD
null
11.493401
Rural
Comprehensive
1
13
567
3
2022-08-04 15:21:39.134960
Poor
Yes
Rarely
House
708
9,064
29
Male
101,914
Single
3
High School
Self-Employed
21.518939
Urban
Basic
1
3
549
3
2023-01-16 15:21:39.134960
Good
No
Weekly
Condo
143
9,065
61
Male
97,542
Divorced
4
PhD
Self-Employed
45.272219
Urban
Comprehensive
1
13
null
4
2020-08-30 15:21:39.098696
Average
No
Weekly
Condo
319
9,066
28
Male
2,592
Single
3
Bachelor's
Unemployed
36.472835
Suburban
Comprehensive
1
12
799
8
2022-04-25 15:21:39.172097
Average
Yes
Daily
Condo
4,049
9,067
53
Male
30,962
Single
0
Bachelor's
Employed
50.811412
Suburban
Premium
null
12
590
1
2019-08-18 15:21:39.210805
Average
Yes
Weekly
Apartment
1,607
9,068
45
Female
81,593
Single
3
Bachelor's
Self-Employed
16.040724
Suburban
Basic
2
0
642
2
2022-01-19 15:21:39.192212
Poor
No
Rarely
Condo
434
9,069
23
Male
40,500
Single
4
High School
Self-Employed
12.033935
Urban
Premium
0
1
461
7
2019-12-18 15:21:39.191219
Poor
Yes
Rarely
House
1,832
9,070
31
Male
23,401
Married
0
Master's
Self-Employed
36.539858
Suburban
Premium
1
8
null
3
2023-09-28 15:21:39.152732
null
Yes
Daily
Apartment
474
9,071
21
Female
7,427
Single
2
PhD
Employed
44.228863
Suburban
Comprehensive
2
17
596
2
2020-07-12 15:21:39.155231
Average
Yes
Weekly
House
891
9,072
32
Male
49,866
Divorced
1
High School
Self-Employed
11.053476
Rural
Basic
2
13
757
1
2022-03-27 15:21:39.198406
Poor
No
Rarely
House
220
9,073
59
Male
5,881
Divorced
1
High School
null
39.240129
Suburban
Premium
0
4
null
5
2021-03-16 15:21:39.192212
Average
Yes
Rarely
Apartment
2,129
9,074
34
Male
5,845
Divorced
0
High School
null
23.705439
Rural
Basic
3
15
682
3
2023-02-14 15:21:39.151732
Poor
Yes
Weekly
House
808
9,075
43
Male
2,628
Divorced
null
PhD
null
27.403079
Suburban
Basic
0
17
null
6
2023-11-23 15:21:39.126661
Good
No
Weekly
Apartment
3,922
9,076
26
Female
6,071
Single
2
High School
Self-Employed
22.988579
Urban
Comprehensive
1
9
484
4
2024-03-18 15:21:39.134960
Poor
No
Rarely
Apartment
644
9,077
34
Female
null
Married
0
PhD
null
19.770664
Rural
Premium
3
3
805
2
2022-06-19 15:21:39.192212
Poor
Yes
Daily
Condo
2,136
9,078
41
Female
73,960
Divorced
3
PhD
Employed
8.172283
Rural
Comprehensive
3
5
null
9
2023-03-18 15:21:39.192212
Good
No
Monthly
House
2,209
9,079
44
Male
38
Single
2
Master's
Self-Employed
29.992758
Suburban
Premium
0
8
791
1
2023-12-15 15:21:39.251142
Poor
No
Rarely
Apartment
382
9,080
30
Female
15,961
Divorced
0
Master's
null
18.9653
Urban
Comprehensive
0
0
761
1
2019-09-19 15:21:39.237118
Good
No
Daily
Condo
1,783
9,081
30
Male
30,962
Divorced
1
PhD
Employed
16.313513
Suburban
Basic
null
3
603
4
2019-10-02 15:21:39.155231
Average
Yes
Weekly
Condo
155
9,082
57
Male
50,724
Single
3
PhD
Self-Employed
30.153701
Urban
Basic
4
17
613
1
2020-08-07 15:21:39.155231
Good
No
Rarely
House
2,579
9,083
42
Male
45,936
Married
2
Bachelor's
null
9.918361
Urban
Basic
2
6
677
1
2021-03-22 15:21:39.149731
Good
No
Weekly
Condo
496
9,084
38
Male
17,607
Divorced
1
PhD
null
21.592965
Rural
Basic
0
3
609
9
2022-11-26 15:21:39.278402
Good
No
Daily
House
833
9,085
26
Male
27,791
Single
1
High School
Self-Employed
38.804081
Suburban
Premium
0
6
657
2
2023-03-21 15:21:39.248098
Poor
Yes
Rarely
House
28
9,086
33
Female
11,703
Married
3
High School
Employed
43.591793
Urban
Basic
null
14
657
6
2023-01-28 15:21:39.244069
null
No
Daily
House
1,081
9,087
53
Male
1,399
Married
3
High School
Employed
43.887744
Urban
Basic
2
6
null
2
2020-07-08 15:21:39.230483
Average
No
Weekly
Condo
552
9,088
47
Male
48,898
Single
0
High School
null
26.091551
Suburban
Premium
1
13
376
4
2021-08-30 15:21:39.119168
Poor
Yes
Weekly
Condo
2,399
9,089
29
Male
1,488
Single
null
High School
Self-Employed
45.06885
Suburban
Basic
1
11
361
6
2021-06-12 15:21:39.134960
Average
Yes
Rarely
House
1,902
9,090
54
Male
24,963
Single
0
High School
Unemployed
39.887955
Urban
Comprehensive
0
6
554
3
2022-07-22 15:21:39.155231
Poor
No
Weekly
House
1,806
9,091
26
Male
9,092
Married
3
Master's
Self-Employed
25.967181
Urban
Premium
0
4
543
1
2020-11-19 15:21:39.173834
Poor
Yes
Weekly
Apartment
1,497
9,092
54
Male
23,248
Divorced
0
High School
Employed
39.706626
Rural
Comprehensive
null
16
526
9
2023-05-26 15:21:39.134960
Poor
No
Rarely
House
1,059
9,093
44
Male
82,985
Married
4
PhD
Unemployed
30.387736
Urban
Basic
0
9
358
6
2023-09-03 15:21:39.228521
Poor
No
Rarely
Apartment
526
9,094
18
Male
64,871
Single
2
PhD
Unemployed
51.926753
Suburban
Comprehensive
0
15
460
3
2024-04-11 15:21:39.278402
Good
No
Rarely
Condo
37
9,095
56
Female
9,791
Divorced
4
High School
null
14.91326
Suburban
Basic
null
17
713
6
2021-03-27 15:21:39.176717
Average
No
Daily
House
876
9,096
30
Female
120,435
Single
4
PhD
Self-Employed
48.14977
Rural
Comprehensive
2
1
446
1
2020-01-29 15:21:39.121169
Good
Yes
Rarely
House
2,321
9,097
60
Female
38,216
Married
null
PhD
Self-Employed
36.876353
Rural
Premium
null
1
831
2
2020-06-15 15:21:39.175719
Poor
No
Daily
Condo
676
9,098
34
Female
4,833
Married
4
High School
null
21.444589
Urban
Premium
2
6
826
1
2022-04-29 15:21:39.164044
Poor
No
Daily
House
1,071
9,099
36
Female
37,374
Married
0
PhD
Employed
33.865491
Urban
Basic
0
10
636
7
2024-05-04 15:21:39.123711
Good
No
Rarely
House
1,013