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
100,658
41
42,443
f
married
1
2
monthly
y
2
1
good risk
100,742
44
42,440
m
married
1
1
monthly
y
1
0
bad loss
100,331
32
42,438
m
married
0
1
monthly
y
1
0
good risk
100,686
29
42,429
m
married
1
2
monthly
y
2
1
bad loss
100,332
32
42,389
m
married
0
1
monthly
y
2
0
good risk
100,546
38
42,386
m
married
1
1
monthly
y
2
0
good risk
100,482
36
42,356
f
married
0
2
monthly
y
1
0
good risk
100,779
45
42,334
f
married
0
1
monthly
y
1
0
good risk
100,644
41
42,309
m
married
0
1
monthly
y
1
1
bad profit
100,680
42
42,231
m
married
1
2
monthly
y
2
1
good risk
100,318
31
42,210
f
married
0
2
monthly
y
1
1
bad loss
100,408
34
42,206
m
married
1
1
monthly
y
1
0
good risk
100,362
33
42,192
f
married
1
2
monthly
y
1
0
good risk
100,479
36
42,175
m
married
0
1
monthly
y
1
1
good risk
100,313
31
42,175
m
married
1
1
monthly
y
1
1
good risk
100,289
30
42,169
f
married
0
2
monthly
y
2
1
good risk
100,617
40
42,143
m
married
0
2
monthly
y
2
0
bad loss
100,281
30
42,119
m
married
0
1
monthly
y
1
1
good risk
100,550
38
42,110
f
married
1
2
monthly
y
1
0
good risk
100,560
38
42,096
m
married
1
1
monthly
y
1
0
good risk
100,498
36
42,091
f
married
0
1
monthly
y
1
0
good risk
100,747
44
42,078
m
married
0
2
monthly
y
2
1
good risk
100,298
30
42,053
f
married
0
2
monthly
y
2
1
bad profit
100,299
30
41,965
f
married
1
1
monthly
y
2
0
bad loss
100,636
41
41,964
f
married
0
2
monthly
y
1
1
good risk
100,786
45
41,898
f
married
0
2
monthly
y
1
1
bad profit
100,339
32
41,879
m
married
0
1
monthly
y
2
0
good risk
100,659
41
41,774
f
married
0
1
monthly
y
1
0
bad profit
100,559
38
41,769
m
married
0
2
monthly
y
2
1
bad profit
100,762
44
41,750
f
married
0
1
monthly
y
2
0
good risk
100,669
26
41,696
f
married
1
1
monthly
y
2
0
bad profit
100,788
45
41,676
f
married
1
2
monthly
y
1
0
bad loss
100,441
35
41,676
f
married
1
2
monthly
y
2
0
good risk
100,372
33
41,631
f
married
1
1
monthly
y
1
1
good risk
100,413
34
41,629
m
married
1
2
monthly
y
2
1
good risk
100,278
30
41,624
m
married
0
2
monthly
y
1
1
good risk
100,406
34
41,552
f
married
1
2
monthly
y
1
0
good risk
100,484
36
41,530
m
married
1
1
monthly
y
1
0
bad profit
100,553
38
41,506
f
married
0
1
monthly
y
1
0
bad profit
100,359
33
41,489
m
married
1
1
monthly
y
2
1
good risk
100,520
37
41,432
m
married
1
1
monthly
y
1
1
bad profit
100,304
31
41,421
f
married
0
2
monthly
y
1
1
bad loss
100,719
31
41,315
f
married
0
1
monthly
y
1
0
good risk
100,349
32
41,300
f
married
0
2
monthly
y
2
0
good risk
100,437
35
41,248
m
married
1
2
monthly
y
2
1
bad loss
100,616
40
41,205
f
married
0
2
monthly
y
1
1
good risk
100,315
31
41,169
f
married
1
2
monthly
y
1
1
good risk
100,638
41
41,168
m
married
1
2
monthly
y
1
1
bad loss
100,744
44
41,162
f
married
0
2
monthly
y
1
1
bad profit
100,395
34
41,159
m
married
0
2
monthly
y
2
0
good risk
100,556
38
41,158
f
married
1
2
monthly
y
2
0
bad profit
100,457
35
41,132
f
married
0
2
monthly
y
2
1
good risk
100,639
41
41,095
f
married
0
1
monthly
y
2
0
good risk
100,740
44
41,048
m
married
0
1
monthly
y
1
1
good risk
100,434
35
40,992
m
married
1
2
monthly
y
2
0
good risk
100,508
37
40,991
m
married
1
2
monthly
y
1
0
bad loss
100,400
34
40,971
f
married
0
1
monthly
y
2
1
good risk
100,577
39
40,964
m
married
1
1
monthly
y
2
1
good risk
100,391
34
40,949
f
married
0
2
monthly
y
1
1
good risk
100,685
42
40,940
f
married
1
2
monthly
y
1
1
bad loss
100,364
33
40,940
m
married
1
2
monthly
y
1
1
good risk
100,610
40
40,912
m
married
0
1
monthly
y
1
0
good risk
100,435
35
40,909
f
married
0
1
monthly
y
2
0
good risk
100,800
27
40,906
m
married
1
2
monthly
y
1
0
good risk
100,467
36
40,866
m
married
1
2
monthly
y
1
1
good risk
100,584
39
40,693
m
married
0
2
monthly
y
2
0
bad loss
100,333
32
40,636
f
married
1
1
monthly
y
2
1
good risk
100,748
44
40,626
f
married
1
2
monthly
y
1
1
bad loss
100,787
45
40,609
m
married
1
1
monthly
y
2
0
good risk
100,341
32
40,543
f
married
1
1
monthly
y
1
0
bad loss
100,446
35
40,507
m
married
1
1
monthly
y
2
1
good risk
100,481
36
40,493
m
married
1
1
monthly
y
1
1
bad profit
100,801
45
40,473
f
married
1
1
monthly
y
1
1
good risk
100,738
44
40,425
m
married
0
1
monthly
y
1
1
bad loss
100,538
37
40,398
m
married
0
2
monthly
y
2
1
good risk
100,743
44
40,390
m
married
0
1
monthly
y
1
1
bad loss
100,543
38
40,328
f
married
0
1
monthly
y
2
1
bad profit
100,466
36
40,326
f
married
0
2
monthly
y
1
1
good risk
100,648
41
40,246
m
married
0
1
monthly
y
2
1
bad loss
100,692
42
40,182
m
married
1
1
monthly
y
2
1
good risk
100,554
38
40,171
f
married
0
2
monthly
y
2
0
good risk
100,655
41
40,100
f
married
1
1
monthly
y
2
0
good risk
100,178
38
39,925
m
single
0
1
monthly
y
2
0
bad loss
100,355
33
39,859
f
married
0
2
monthly
y
2
1
good risk
100,301
31
39,696
m
married
0
1
monthly
y
1
0
bad loss
100,105
33
39,676
m
single
0
0
monthly
y
2
0
good risk
100,574
39
39,589
f
married
0
1
monthly
y
2
0
bad profit
100,778
32
39,416
f
married
1
1
monthly
y
2
1
good risk
100,255
28
39,379
f
single
0
0
monthly
y
2
0
good risk
100,047
28
39,121
f
single
0
0
monthly
y
2
0
good risk
100,146
36
39,028
f
single
0
0
monthly
y
2
0
bad loss
100,108
33
39,024
f
single
0
0
monthly
y
1
0
bad profit
100,106
33
38,677
m
single
0
0
monthly
y
0
0
good risk
100,327
32
38,537
f
married
1
1
monthly
y
1
0
good risk
100,268
45
37,895
f
single
0
1
monthly
y
0
0
good risk
100,119
34
37,885
m
single
0
1
monthly
y
1
0
bad loss
100,501
37
37,810
f
married
1
2
monthly
y
1
0
bad loss
100,144
36
37,613
f
single
0
0
monthly
y
2
0
good risk
100,260
29
37,282
m
single
0
0
monthly
y
1
0
good risk
100,077
30
37,234
m
single
0
0
monthly
y
0
0
bad profit