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
100,118
34
37,062
f
single
0
1
monthly
y
2
0
bad loss
100,048
28
36,893
m
single
0
1
monthly
y
0
0
bad loss
100,224
41
36,873
f
single
0
1
monthly
y
0
0
good risk
100,772
27
36,852
f
married
0
2
monthly
y
1
0
good risk
100,460
36
36,623
f
married
0
2
monthly
y
2
1
bad profit
100,153
37
36,487
m
single
0
1
monthly
y
1
0
good risk
100,076
30
36,356
f
single
0
1
monthly
y
1
0
bad loss
100,270
45
36,276
f
single
0
1
monthly
y
2
0
good risk
100,709
43
36,255
m
married
0
2
monthly
y
2
1
good risk
100,092
32
36,167
m
single
0
0
monthly
y
0
0
good risk
100,253
44
36,163
f
single
0
1
monthly
y
1
0
bad loss
100,221
41
36,154
f
single
0
1
monthly
y
2
0
bad loss
100,131
35
35,875
f
single
0
1
monthly
y
0
0
good risk
100,103
33
35,731
f
single
0
1
monthly
y
1
0
bad profit
100,036
27
35,505
f
single
0
1
monthly
y
2
0
bad profit
100,233
42
35,407
f
single
0
1
monthly
y
0
0
good risk
100,176
38
35,193
f
single
0
0
monthly
y
2
0
good risk
100,129
35
35,172
m
single
0
1
monthly
y
0
0
good risk
100,223
41
35,117
m
single
0
1
monthly
y
1
0
good risk
100,200
40
34,995
f
single
0
0
monthly
y
2
0
bad loss
100,209
40
34,453
f
single
0
0
monthly
y
2
0
good risk
100,074
30
34,328
f
single
0
0
monthly
y
2
0
good risk
100,252
44
34,288
m
single
0
1
monthly
y
0
0
good risk
100,462
36
34,288
m
married
0
1
monthly
y
2
0
bad loss
100,182
39
34,252
f
single
0
1
monthly
y
0
0
bad loss
100,017
38
34,115
m
single
0
1
monthly
y
2
0
bad profit
100,018
29
33,987
f
single
0
0
monthly
y
2
0
bad loss
100,150
37
33,953
m
single
0
1
monthly
y
1
0
bad profit
100,190
39
33,911
m
single
0
0
monthly
y
2
0
bad loss
100,194
39
33,815
f
single
0
0
monthly
y
2
0
bad loss
100,132
35
33,808
f
single
0
0
monthly
y
0
0
good risk
100,112
34
33,796
f
single
0
0
monthly
y
2
0
bad loss
100,242
31
33,747
f
single
0
0
monthly
y
1
0
bad loss
100,357
33
33,683
m
married
1
1
monthly
y
2
1
good risk
100,041
28
33,658
m
single
0
0
monthly
y
2
0
good risk
100,148
37
33,635
f
single
0
1
monthly
y
0
0
bad loss
100,142
36
33,509
m
single
0
0
monthly
y
0
0
bad loss
100,057
29
33,503
f
single
0
1
monthly
y
1
0
bad loss
100,777
45
33,502
f
married
1
2
monthly
y
2
1
good risk
100,202
28
33,489
m
single
0
1
monthly
y
0
0
good risk
100,162
37
33,471
f
single
0
1
monthly
y
0
0
good risk
100,187
39
33,299
m
single
0
1
monthly
y
1
0
good risk
100,188
39
33,229
m
single
0
1
monthly
y
1
0
good risk
100,046
28
33,220
m
single
0
0
monthly
y
0
0
good risk
100,065
30
33,142
f
single
0
1
monthly
y
1
0
good risk
100,189
39
33,011
m
single
0
0
monthly
y
1
0
bad profit
100,773
35
32,977
m
married
0
2
monthly
y
1
1
good risk
100,089
32
32,916
m
single
0
0
monthly
y
1
0
bad profit
100,029
26
32,851
f
single
0
0
monthly
y
0
0
bad profit
100,205
40
32,820
f
single
0
0
monthly
y
2
0
bad profit
100,003
25
32,662
m
single
0
0
monthly
y
2
0
bad profit
100,023
26
32,644
f
single
0
1
monthly
y
1
0
bad profit
100,225
41
32,643
f
single
0
0
monthly
y
2
0
bad loss
100,014
37
32,640
f
single
0
0
monthly
y
2
0
good risk
100,016
36
32,620
m
single
0
1
monthly
y
1
0
good risk
100,204
40
32,543
f
single
0
0
monthly
y
0
0
bad loss
100,059
29
32,539
m
single
0
0
monthly
y
2
0
bad loss
100,137
36
32,512
f
single
0
0
monthly
y
0
0
bad profit
100,152
37
32,472
f
single
0
0
monthly
y
2
0
good risk
100,008
25
32,461
m
single
0
0
monthly
y
2
0
good risk
100,463
36
32,033
f
married
1
2
monthly
y
1
1
good risk
100,095
32
31,986
f
single
0
0
monthly
y
2
0
good risk
100,258
32
31,985
m
single
0
1
monthly
y
0
0
good risk
100,111
34
31,928
f
single
0
0
monthly
y
2
0
good risk
100,025
26
31,911
m
single
0
0
monthly
y
0
0
bad loss
100,673
42
31,891
f
married
0
2
monthly
y
1
0
good risk
100,030
26
31,891
f
single
0
1
monthly
y
1
0
bad loss
100,099
33
31,868
m
single
0
0
monthly
y
0
0
good risk
100,078
31
31,853
f
single
0
1
monthly
y
0
0
good risk
100,158
37
31,818
m
single
0
0
monthly
y
2
0
bad profit
100,104
33
31,804
f
single
0
0
monthly
y
0
0
good risk
100,154
37
31,798
f
single
0
1
monthly
y
2
0
bad profit
100,192
39
31,771
m
single
0
0
monthly
y
0
0
good risk
100,230
30
31,689
m
single
0
0
monthly
y
2
0
good risk
100,244
43
31,586
m
single
0
0
monthly
y
0
0
good risk
100,121
34
31,567
f
single
0
1
monthly
y
0
0
good risk
100,167
38
31,523
f
single
0
0
monthly
y
2
0
good risk
100,358
33
31,453
m
married
1
2
monthly
y
1
0
good risk
100,116
34
31,391
f
single
0
0
monthly
y
2
0
bad profit
100,045
28
31,347
f
single
0
1
monthly
y
0
0
good risk
100,093
32
31,295
f
single
0
1
monthly
y
2
0
bad profit
100,049
28
31,292
f
single
0
1
monthly
y
1
0
bad profit
100,429
35
31,251
f
married
1
2
monthly
y
1
0
bad profit
100,207
40
31,242
f
single
0
1
monthly
y
0
0
good risk
100,265
45
31,237
m
single
0
0
monthly
y
0
0
good risk
100,220
41
31,169
m
single
0
0
monthly
y
1
0
bad loss
100,179
38
31,101
m
single
0
0
monthly
y
1
0
bad loss
100,090
32
31,096
f
single
0
1
monthly
y
2
0
good risk
100,262
45
31,021
m
single
0
0
monthly
y
0
0
good risk
100,067
30
30,884
f
single
0
1
monthly
y
2
0
good risk
100,232
42
30,807
f
single
0
1
monthly
y
1
0
good risk
100,246
43
30,791
f
single
0
1
monthly
y
1
0
good risk
100,022
26
30,618
m
single
0
0
monthly
y
1
0
good risk
100,229
42
30,580
m
single
0
0
monthly
y
1
0
good risk
100,234
42
30,547
m
single
0
1
monthly
y
0
0
good risk
100,609
40
30,546
f
married
0
2
monthly
y
2
0
good risk
100,115
34
30,436
m
single
0
0
monthly
y
1
0
good risk
100,133
35
30,422
f
single
0
1
monthly
y
0
0
good risk
100,632
35
30,359
m
married
1
1
monthly
y
1
0
bad profit
100,608
40
30,273
m
married
0
1
monthly
y
2
0
bad loss