ID
int64
100k
104k
AGE
int64
18
50
INCOME
int64
15k
59.9k
GENDER
stringclasses
2 values
MARITAL
stringclasses
3 values
NUMKIDS
int64
0
4
NUMCARDS
int64
0
6
HOWPAID
stringclasses
2 values
MORTGAGE
stringclasses
2 values
STORECAR
int64
0
5
LOANS
int64
0
3
RISK
stringclasses
3 values
100,756
44
59,944
m
married
1
2
monthly
y
2
0
good risk
100,668
35
59,692
m
married
1
1
monthly
y
1
0
bad loss
100,416
34
59,463
m
married
0
2
monthly
y
1
1
bad loss
100,590
39
59,393
f
married
0
2
monthly
y
1
0
good risk
100,702
42
59,201
m
married
0
1
monthly
y
2
0
good risk
100,319
31
59,193
f
married
1
2
monthly
y
1
1
good risk
100,666
28
59,179
m
married
1
1
monthly
y
2
1
bad loss
100,389
30
59,036
m
married
1
1
monthly
y
2
1
good risk
100,758
38
58,914
m
married
0
1
monthly
y
1
1
bad profit
100,695
36
58,878
f
married
1
1
monthly
y
1
0
bad profit
100,769
44
58,529
m
married
0
1
monthly
y
1
0
bad loss
100,414
34
58,026
m
married
0
1
monthly
y
2
0
good risk
100,354
32
57,718
m
married
1
2
monthly
y
1
1
bad profit
100,567
38
57,683
f
married
1
1
monthly
y
2
1
bad loss
100,728
28
57,623
m
married
1
1
monthly
y
1
1
bad loss
100,665
41
57,520
f
married
1
1
monthly
y
1
0
bad loss
100,730
43
57,388
f
married
0
1
monthly
y
1
0
bad loss
100,412
34
56,891
m
married
1
1
monthly
y
2
1
bad profit
100,374
33
56,849
m
married
1
1
monthly
y
1
1
good risk
100,566
38
56,590
m
married
0
2
monthly
y
1
0
bad loss
100,421
34
56,486
m
married
0
1
monthly
y
1
1
bad profit
100,670
41
56,470
m
married
0
2
monthly
y
1
0
bad loss
100,379
33
56,087
m
married
1
2
monthly
y
1
1
bad profit
100,292
30
56,087
f
married
0
1
monthly
y
1
1
bad profit
100,294
30
55,642
f
married
1
2
monthly
y
1
0
good risk
100,570
38
55,565
m
married
1
2
monthly
y
1
0
good risk
100,425
34
55,497
m
married
1
1
monthly
y
2
1
bad profit
100,592
39
55,390
f
married
0
1
monthly
y
1
0
bad profit
100,601
39
55,215
m
married
0
2
monthly
y
2
0
good risk
100,486
36
54,938
m
married
0
2
monthly
y
1
0
good risk
100,348
32
54,792
m
married
1
1
monthly
y
2
0
good risk
100,450
35
54,673
f
married
1
2
monthly
y
2
1
bad profit
100,629
28
54,671
m
married
0
2
monthly
y
1
0
good risk
100,757
44
54,451
m
married
0
1
monthly
y
2
1
good risk
100,488
36
54,021
m
married
1
1
monthly
y
2
1
bad profit
100,383
33
54,013
f
married
0
1
monthly
y
2
0
good risk
100,770
44
53,983
f
married
1
2
monthly
y
2
0
bad profit
100,795
45
53,842
f
married
0
2
monthly
y
1
0
good risk
100,597
39
53,731
m
married
0
2
monthly
y
2
1
good risk
100,794
45
53,704
m
married
1
2
monthly
y
2
1
good risk
100,755
44
53,660
f
married
1
1
monthly
y
1
1
good risk
100,492
36
53,365
m
married
0
1
monthly
y
2
0
bad profit
100,694
42
53,307
m
married
0
2
monthly
y
1
1
bad loss
100,448
35
53,201
m
married
0
1
monthly
y
2
0
good risk
100,384
33
53,195
m
married
1
2
monthly
y
1
1
good risk
100,630
40
53,180
f
married
1
2
monthly
y
1
0
good risk
100,381
33
53,115
f
married
0
2
monthly
y
1
0
bad loss
100,350
32
52,973
m
married
1
1
monthly
y
1
0
bad profit
100,352
32
52,961
f
married
1
1
monthly
y
2
1
bad profit
100,385
33
52,896
m
married
0
2
monthly
y
2
1
bad profit
100,325
31
52,540
f
married
0
2
monthly
y
1
0
bad profit
100,599
39
52,495
f
married
1
2
monthly
y
1
1
good risk
100,603
39
52,173
f
married
0
2
monthly
y
2
0
bad profit
100,727
36
51,939
m
married
0
1
monthly
y
1
0
bad profit
100,671
41
51,859
f
married
0
2
monthly
y
1
1
bad profit
100,765
44
51,498
m
married
0
1
monthly
y
2
1
bad loss
100,797
45
51,385
f
married
0
1
monthly
y
2
0
good risk
100,324
31
51,383
f
married
0
2
monthly
y
2
1
bad profit
100,662
37
50,833
m
married
1
1
monthly
y
2
1
good risk
100,754
44
50,816
m
married
0
2
monthly
y
1
1
bad profit
100,621
40
50,621
f
married
1
2
monthly
y
1
0
bad profit
100,793
45
50,552
m
married
0
1
monthly
y
2
0
good risk
100,493
36
50,515
f
married
0
1
monthly
y
1
1
good risk
100,500
36
50,302
m
married
1
2
monthly
y
1
0
bad profit
100,322
31
50,295
f
married
1
1
monthly
y
1
0
bad profit
100,628
40
50,199
f
married
0
1
monthly
y
2
0
bad profit
100,529
37
50,075
m
married
0
2
monthly
y
1
0
bad profit
100,622
35
49,600
m
married
1
2
monthly
y
2
1
good risk
100,605
39
49,415
m
married
0
1
monthly
y
1
0
good risk
100,487
36
49,409
m
married
1
2
monthly
y
1
1
good risk
100,604
39
49,407
m
married
1
2
monthly
y
1
0
bad profit
100,378
33
49,075
m
married
1
2
monthly
y
1
0
bad profit
100,382
33
49,008
f
married
1
2
monthly
y
2
0
good risk
100,623
28
48,599
m
married
0
1
monthly
y
1
1
bad profit
100,388
33
48,511
m
married
0
1
monthly
y
1
0
good risk
100,293
30
48,336
m
married
1
2
monthly
y
2
0
bad loss
100,527
37
48,061
f
married
1
2
monthly
y
1
0
good risk
100,732
43
47,623
f
married
0
2
monthly
y
2
1
bad loss
100,422
34
47,623
m
married
0
1
monthly
y
2
1
good risk
100,499
36
47,422
f
married
0
2
monthly
y
1
1
bad loss
100,798
29
47,111
m
married
0
2
monthly
y
2
1
good risk
100,759
44
47,035
m
married
0
1
monthly
y
2
0
bad profit
100,456
35
47,026
m
married
1
2
monthly
y
1
0
good risk
100,596
39
47,019
m
married
0
1
monthly
y
1
1
good risk
100,706
42
46,965
f
married
1
1
monthly
y
2
1
good risk
100,491
36
46,785
f
married
1
1
monthly
y
2
1
bad profit
100,458
35
46,645
m
married
1
1
monthly
y
2
0
bad loss
100,707
42
46,119
m
married
1
1
monthly
y
2
0
good risk
100,625
40
45,993
f
married
1
2
monthly
y
1
0
bad loss
100,470
36
45,949
f
married
1
1
monthly
y
2
0
bad profit
100,579
39
45,904
f
married
1
1
monthly
y
1
0
good risk
100,453
35
45,869
f
married
0
2
monthly
y
1
1
good risk
100,516
37
45,849
m
married
1
2
monthly
y
2
1
bad loss
100,581
39
45,841
f
married
1
2
monthly
y
1
0
bad loss
100,338
32
45,813
f
married
1
1
monthly
y
1
0
bad loss
100,561
38
45,721
m
married
0
1
monthly
y
1
1
bad profit
100,684
32
45,712
f
married
1
2
monthly
y
1
0
bad profit
100,273
30
45,706
f
married
0
2
monthly
y
1
1
good risk
100,472
36
45,659
f
married
0
1
monthly
y
2
1
good risk
100,679
42
45,584
f
married
1
1
monthly
y
1
0
good risk