ID
int64
101
1,000k
AGE
stringclasses
4 values
GENDER
stringclasses
2 values
RACE
stringclasses
2 values
DRIVING_EXPERIENCE
stringclasses
4 values
EDUCATION
stringclasses
3 values
INCOME
stringclasses
4 values
CREDIT_SCORE
float64
0.05
0.96
VEHICLE_OWNERSHIP
float64
0
1
VEHICLE_YEAR
stringclasses
2 values
MARRIED
float64
0
1
CHILDREN
float64
0
1
POSTAL_CODE
int64
10.2k
92.1k
ANNUAL_MILEAGE
float64
2k
22k
VEHICLE_TYPE
stringclasses
2 values
SPEEDING_VIOLATIONS
int64
0
22
DUIS
int64
0
6
PAST_ACCIDENTS
int64
0
15
OUTCOME
float64
0
1
569,520
65+
female
majority
0-9y
high school
upper class
0.629027
1
after 2015
0
1
10,238
12,000
sedan
0
0
0
0
750,365
16-25
male
majority
0-9y
none
poverty
0.357757
0
before 2015
0
0
10,238
16,000
sedan
0
0
0
1
199,901
16-25
female
majority
0-9y
high school
working class
0.493146
1
before 2015
0
0
10,238
11,000
sedan
0
0
0
0
478,866
16-25
male
majority
0-9y
university
working class
0.206013
1
before 2015
0
1
32,765
11,000
sedan
0
0
0
0
731,664
26-39
male
majority
10-19y
none
working class
0.388366
1
before 2015
0
0
32,765
12,000
sedan
2
0
1
1
877,557
40-64
female
majority
20-29y
high school
upper class
0.619127
1
after 2015
0
1
10,238
13,000
sedan
3
0
3
0
930,134
65+
male
majority
30y+
high school
upper class
0.492944
0
after 2015
1
1
10,238
13,000
sedan
7
0
3
0
461,006
26-39
female
majority
0-9y
university
working class
0.468689
0
after 2015
0
1
10,238
14,000
sedan
0
0
0
1
68,366
40-64
female
majority
20-29y
university
working class
0.521815
0
before 2015
1
0
10,238
13,000
sedan
0
0
0
0
445,911
40-64
female
majority
0-9y
high school
upper class
0.561531
1
before 2015
0
1
32,765
11,000
sedan
0
0
0
1
275,820
65+
male
majority
30y+
high school
upper class
0.620361
1
after 2015
1
1
10,238
10,000
sedan
6
2
7
0
521,399
65+
female
majority
30y+
high school
upper class
0.729831
1
after 2015
1
0
32,765
12,000
sedan
4
0
0
0
429,728
40-64
male
majority
20-29y
high school
upper class
0.637045
1
before 2015
1
1
10,238
8,000
sedan
4
1
2
0
569,640
16-25
female
majority
0-9y
university
upper class
0.59126
1
before 2015
0
1
10,238
null
sedan
0
0
0
0
980,181
26-39
male
majority
10-19y
high school
middle class
0.461568
1
before 2015
1
1
10,238
12,000
sedan
0
2
1
0
906,223
26-39
female
majority
0-9y
high school
upper class
0.762798
0
after 2015
1
0
10,238
null
sedan
0
0
0
0
517,747
65+
male
majority
30y+
university
upper class
0.796175
1
before 2015
1
1
32,765
null
sedan
10
2
1
0
24,851
16-25
male
majority
0-9y
none
poverty
null
0
before 2015
1
0
32,765
12,000
sedan
0
0
0
1
104,086
26-39
female
majority
0-9y
university
upper class
0.680594
1
before 2015
0
1
32,765
null
sedan
0
0
0
1
240,658
16-25
female
majority
0-9y
high school
working class
0.417714
1
before 2015
0
1
10,238
18,000
sedan
0
0
0
1
484,399
16-25
female
majority
0-9y
high school
working class
0.409514
0
before 2015
0
0
10,238
17,000
sedan
0
0
0
1
912,828
16-25
male
majority
0-9y
high school
middle class
0.55326
1
after 2015
1
1
32,765
8,000
sedan
0
0
0
1
892,754
40-64
male
majority
20-29y
none
poverty
0.33095
1
before 2015
1
1
10,238
13,000
sedan
3
1
1
0
217
16-25
male
majority
0-9y
none
poverty
null
0
before 2015
0
0
10,238
17,000
sedan
0
0
0
0
633,896
65+
male
majority
30y+
high school
upper class
0.500631
1
before 2015
1
1
32,765
7,000
sedan
13
2
3
0
193,110
26-39
female
majority
10-19y
university
middle class
0.55197
1
before 2015
1
0
10,238
14,000
sports car
0
0
0
0
98,515
40-64
male
majority
10-19y
high school
middle class
0.626996
1
before 2015
0
0
10,238
13,000
sedan
1
1
0
0
165,623
26-39
male
majority
10-19y
none
poverty
0.294797
1
before 2015
1
0
10,238
15,000
sedan
0
0
1
0
493,590
26-39
male
majority
10-19y
university
middle class
0.55195
0
after 2015
0
0
10,238
17,000
sedan
0
0
1
0
389,792
65+
male
majority
0-9y
university
upper class
0.64982
1
after 2015
1
1
32,765
9,000
sedan
0
0
0
1
642,614
40-64
male
majority
20-29y
high school
middle class
0.521804
1
after 2015
1
1
92,101
7,000
sedan
2
0
1
0
951,465
65+
female
majority
30y+
university
upper class
0.701268
1
before 2015
1
1
10,238
10,000
sedan
3
1
1
0
496,987
16-25
male
majority
0-9y
none
poverty
0.171244
1
before 2015
1
1
10,238
9,000
sedan
0
0
0
0
732,437
16-25
male
majority
0-9y
none
poverty
0.318442
1
before 2015
0
1
32,765
10,000
sedan
0
0
0
1
146,897
26-39
female
majority
0-9y
high school
middle class
0.604684
1
before 2015
1
1
21,217
11,000
sedan
0
0
0
1
316,173
16-25
male
majority
0-9y
university
working class
0.504995
0
after 2015
0
0
32,765
8,000
sedan
0
0
0
1
9,013
26-39
male
majority
10-19y
high school
working class
0.625147
1
before 2015
0
1
10,238
17,000
sedan
3
0
2
0
511,757
40-64
female
majority
10-19y
none
middle class
null
1
before 2015
1
1
10,238
11,000
sedan
2
0
1
0
429,947
65+
male
majority
30y+
university
upper class
null
0
after 2015
0
1
10,238
12,000
sports car
6
0
5
0
485,660
40-64
male
majority
10-19y
university
upper class
0.578131
1
before 2015
0
1
92,101
14,000
sedan
1
0
1
0
80,496
65+
male
majority
30y+
high school
upper class
0.705454
1
before 2015
1
1
10,238
10,000
sedan
5
1
3
0
478,336
40-64
male
majority
20-29y
university
upper class
0.659525
1
after 2015
0
1
10,238
16,000
sedan
4
0
2
0
10,843
40-64
male
majority
20-29y
university
upper class
0.587384
0
after 2015
1
1
32,765
9,000
sedan
10
2
0
0
397,446
16-25
male
majority
0-9y
none
poverty
0.406482
0
before 2015
0
0
10,238
16,000
sedan
0
0
0
1
101,678
26-39
female
majority
10-19y
high school
poverty
0.285747
0
before 2015
0
1
10,238
13,000
sedan
1
0
0
1
231,661
40-64
male
majority
20-29y
high school
middle class
0.502285
0
before 2015
0
0
10,238
14,000
sports car
3
0
4
0
173,782
65+
male
majority
20-29y
high school
upper class
0.625626
1
after 2015
1
1
10,238
7,000
sedan
7
0
5
0
921,097
40-64
female
majority
20-29y
university
upper class
null
1
after 2015
1
1
92,101
11,000
sedan
3
0
2
0
98,839
26-39
female
minority
10-19y
university
working class
0.393153
1
before 2015
0
1
32,765
12,000
sedan
1
0
0
0
105,372
26-39
female
minority
10-19y
none
working class
0.50395
0
before 2015
0
1
10,238
14,000
sedan
1
0
0
0
888,828
40-64
male
majority
20-29y
university
upper class
0.658627
1
before 2015
1
0
10,238
14,000
sedan
3
0
2
0
37,454
26-39
female
majority
0-9y
high school
working class
0.524146
0
before 2015
0
0
10,238
17,000
sedan
0
0
0
1
370,044
65+
male
majority
20-29y
university
upper class
0.553101
0
after 2015
1
1
32,765
7,000
sedan
9
0
1
0
768,282
16-25
female
majority
0-9y
university
working class
0.447551
0
before 2015
1
1
10,238
8,000
sedan
0
0
0
1
738,729
16-25
female
majority
0-9y
none
working class
0.510733
1
before 2015
1
1
10,238
7,000
sedan
0
0
0
1
437,535
26-39
female
majority
10-19y
high school
middle class
null
1
after 2015
1
0
10,238
15,000
sedan
0
0
0
0
329,536
16-25
female
majority
0-9y
high school
poverty
0.461374
0
before 2015
0
0
32,765
9,000
sedan
0
0
0
1
328,531
40-64
female
majority
20-29y
university
middle class
0.387557
0
after 2015
0
1
32,765
12,000
sedan
2
0
1
0
123,941
40-64
female
majority
20-29y
university
middle class
0.570157
1
after 2015
1
1
10,238
null
sedan
0
0
0
0
131,881
26-39
male
majority
10-19y
university
working class
0.550125
1
before 2015
0
0
10,238
16,000
sedan
0
1
0
0
839,572
40-64
male
majority
20-29y
high school
working class
0.452944
0
before 2015
1
1
10,238
12,000
sedan
3
0
1
0
171,578
26-39
male
majority
10-19y
university
upper class
null
1
before 2015
1
1
10,238
8,000
sedan
2
0
1
0
589,757
40-64
female
majority
20-29y
high school
upper class
0.535274
1
before 2015
1
1
92,101
7,000
sedan
2
0
0
0
336,859
16-25
female
majority
0-9y
university
middle class
0.614736
1
before 2015
0
1
10,238
15,000
sedan
0
0
0
1
788,111
40-64
female
minority
20-29y
high school
poverty
0.454447
1
before 2015
1
1
10,238
null
sedan
1
0
1
0
407,453
40-64
female
majority
0-9y
university
upper class
0.613741
1
before 2015
0
0
10,238
null
sedan
0
0
0
0
367,026
40-64
female
minority
10-19y
high school
working class
0.532661
1
before 2015
1
1
10,238
11,000
sedan
0
0
0
0
334,687
40-64
female
minority
0-9y
university
middle class
0.427729
1
before 2015
0
0
10,238
15,000
sedan
0
0
0
1
623,367
65+
male
majority
20-29y
university
upper class
0.685946
1
before 2015
1
1
32,765
5,000
sedan
4
1
4
0
688,440
65+
male
majority
10-19y
university
upper class
0.693612
1
before 2015
1
1
10,238
10,000
sedan
2
0
0
0
547,974
65+
male
majority
20-29y
high school
upper class
0.597991
0
before 2015
1
1
10,238
12,000
sedan
2
1
7
1
989,064
26-39
male
majority
0-9y
none
poverty
0.330819
0
after 2015
1
1
10,238
12,000
sedan
0
0
0
1
422,816
40-64
male
majority
20-29y
high school
working class
null
1
before 2015
0
0
10,238
12,000
sedan
5
0
7
0
307,408
26-39
female
minority
10-19y
none
working class
null
1
before 2015
0
1
10,238
9,000
sedan
2
0
0
0
675,898
16-25
male
majority
0-9y
high school
middle class
0.508304
1
before 2015
0
1
10,238
16,000
sedan
0
0
0
0
480,452
26-39
female
majority
0-9y
university
upper class
0.764133
1
before 2015
1
1
10,238
12,000
sedan
0
0
0
0
93,199
40-64
female
majority
0-9y
university
middle class
0.477517
1
after 2015
1
1
10,238
14,000
sedan
0
0
0
0
125,802
40-64
female
majority
20-29y
university
upper class
0.681233
1
before 2015
1
1
10,238
10,000
sedan
0
0
1
0
616,663
40-64
male
majority
0-9y
university
upper class
0.467156
1
after 2015
0
0
10,238
16,000
sedan
0
0
0
0
423,497
16-25
female
majority
0-9y
high school
working class
0.394163
1
before 2015
0
0
10,238
16,000
sedan
0
0
0
1
492,837
40-64
female
majority
10-19y
university
upper class
0.661061
1
after 2015
1
1
10,238
14,000
sedan
0
0
0
0
422,563
40-64
male
majority
20-29y
university
upper class
0.665188
0
before 2015
0
1
10,238
14,000
sedan
2
0
1
0
185,231
16-25
female
majority
0-9y
high school
middle class
0.56077
1
before 2015
0
1
10,238
11,000
sedan
0
0
0
0
949,152
26-39
female
majority
10-19y
university
upper class
0.745433
0
after 2015
0
0
32,765
9,000
sedan
0
0
0
0
859,453
26-39
male
majority
10-19y
university
middle class
0.532574
1
before 2015
1
1
10,238
13,000
sedan
1
0
2
0
466,578
26-39
female
majority
10-19y
high school
middle class
0.526747
1
after 2015
0
1
10,238
14,000
sedan
0
0
0
0
998,214
16-25
female
minority
0-9y
none
poverty
0.412452
0
before 2015
0
0
10,238
14,000
sedan
0
0
0
1
828,462
40-64
male
majority
20-29y
high school
working class
0.387107
0
before 2015
0
1
10,238
16,000
sedan
0
0
6
0
511,837
65+
male
majority
10-19y
high school
middle class
0.549994
1
before 2015
1
1
32,765
9,000
sedan
3
1
1
0
554,995
16-25
male
majority
0-9y
university
upper class
0.585342
1
before 2015
1
1
10,238
12,000
sports car
0
0
0
1
680,717
65+
male
majority
30y+
none
middle class
0.59874
1
before 2015
1
1
10,238
14,000
sedan
6
1
3
0
978,021
40-64
male
majority
20-29y
university
upper class
0.602656
1
after 2015
1
1
10,238
7,000
sedan
4
0
6
0
509,815
26-39
female
majority
0-9y
high school
working class
0.511457
1
after 2015
1
1
32,765
null
sedan
0
0
0
0
6,676
40-64
female
majority
20-29y
high school
upper class
0.558659
0
before 2015
0
1
10,238
15,000
sedan
3
0
2
0
362,280
40-64
male
majority
10-19y
high school
working class
0.628407
0
before 2015
0
0
10,238
13,000
sedan
0
0
0
1
883,018
40-64
male
majority
0-9y
high school
working class
0.50579
1
before 2015
0
1
10,238
13,000
sedan
0
0
0
0
889,355
26-39
female
majority
10-19y
university
upper class
0.726818
1
before 2015
1
1
10,238
15,000
sedan
2
0
0
0
198,273
65+
male
majority
20-29y
university
upper class
0.690442
1
after 2015
1
1
32,765
9,000
sedan
8
0
2
0
197,763
40-64
male
majority
20-29y
university
upper class
0.479677
0
after 2015
1
0
10,238
14,000
sedan
1
0
2
0
55,670
26-39
male
majority
10-19y
university
upper class
null
1
after 2015
1
1
10,238
11,000
sedan
3
1
0
0