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
100,683
29
45,549
m
married
1
1
monthly
y
2
0
good risk
100,600
39
45,537
m
married
0
2
monthly
y
1
1
good risk
100,436
35
45,518
f
married
1
1
monthly
y
1
1
bad profit
100,618
40
45,463
m
married
0
2
monthly
y
2
1
good risk
100,763
44
45,452
f
married
1
1
monthly
y
1
1
good risk
100,536
37
45,450
f
married
0
1
monthly
y
2
0
bad loss
100,558
38
45,419
f
married
0
2
monthly
y
1
0
bad loss
100,733
43
45,318
m
married
1
1
monthly
y
1
1
bad profit
100,745
44
45,313
f
married
0
2
monthly
y
2
1
bad profit
100,650
41
45,283
f
married
1
1
monthly
y
2
1
bad profit
100,588
39
45,266
f
married
0
1
monthly
y
1
0
bad profit
100,587
39
45,246
f
married
0
1
monthly
y
1
1
bad loss
100,718
43
45,240
m
married
0
2
monthly
y
1
1
bad loss
100,330
32
45,217
m
married
0
1
monthly
y
1
0
good risk
100,337
32
45,209
m
married
1
2
monthly
y
2
0
good risk
100,746
44
45,194
m
married
1
2
monthly
y
2
1
bad loss
100,531
37
45,159
f
married
1
1
monthly
y
1
0
bad profit
100,430
35
45,066
m
married
0
1
monthly
y
1
1
good risk
100,741
44
45,001
f
married
0
1
monthly
y
2
1
bad profit
100,285
30
44,974
m
married
1
2
monthly
y
2
0
bad profit
100,288
30
44,956
f
married
0
2
monthly
y
1
1
bad loss
100,523
37
44,936
f
married
1
1
monthly
y
1
0
bad profit
100,691
42
44,898
m
married
1
1
monthly
y
2
0
good risk
100,334
32
44,895
f
married
1
2
monthly
y
1
1
bad loss
100,602
39
44,892
m
married
1
2
monthly
y
1
0
good risk
100,764
44
44,787
m
married
1
2
monthly
y
2
0
good risk
100,329
32
44,781
m
married
1
1
monthly
y
1
0
good risk
100,440
35
44,772
m
married
1
1
monthly
y
2
0
bad loss
100,677
42
44,728
f
married
0
2
monthly
y
1
0
bad profit
100,620
40
44,705
f
married
1
1
monthly
y
1
0
good risk
100,720
43
44,682
f
married
0
1
monthly
y
2
1
good risk
100,676
42
44,597
f
married
1
2
monthly
y
1
0
bad loss
100,681
33
44,582
f
married
0
1
monthly
y
2
1
bad profit
100,641
41
44,534
m
married
0
2
monthly
y
2
0
good risk
100,320
31
44,483
f
married
0
2
monthly
y
1
0
bad profit
100,549
38
44,460
m
married
0
1
monthly
y
1
1
good risk
100,396
34
44,442
m
married
1
1
monthly
y
1
0
bad profit
100,521
37
44,394
m
married
1
1
monthly
y
2
0
good risk
100,737
44
44,306
f
married
0
2
monthly
y
1
1
bad profit
100,615
27
44,298
f
married
0
2
monthly
y
2
0
good risk
100,784
45
44,261
m
married
0
1
monthly
y
1
1
good risk
100,792
32
44,230
f
married
1
2
monthly
y
1
0
bad profit
100,432
35
44,202
f
married
0
2
monthly
y
2
0
good risk
100,445
35
44,194
m
married
0
2
monthly
y
2
1
good risk
100,417
34
44,159
m
married
1
1
monthly
y
2
0
bad loss
100,503
37
44,095
f
married
0
1
monthly
y
1
0
good risk
100,790
45
44,072
m
married
1
1
monthly
y
1
0
bad profit
100,360
33
44,052
f
married
0
2
monthly
y
1
0
good risk
100,465
36
44,048
m
married
1
1
monthly
y
2
0
good risk
100,635
41
44,039
f
married
1
2
monthly
y
2
1
good risk
100,736
44
44,005
m
married
1
2
monthly
y
1
1
bad profit
100,522
37
43,982
m
married
1
2
monthly
y
2
0
good risk
100,696
42
43,977
m
married
0
1
monthly
y
2
1
good risk
100,310
31
43,972
f
married
0
1
monthly
y
1
1
bad profit
100,353
32
43,908
f
married
0
1
monthly
y
1
0
bad loss
100,424
34
43,895
f
married
0
1
monthly
y
1
1
bad loss
100,439
35
43,890
f
married
0
2
monthly
y
1
1
bad profit
100,444
35
43,888
m
married
0
1
monthly
y
2
1
bad loss
100,749
44
43,876
f
married
1
2
monthly
y
2
1
bad profit
100,511
37
43,835
m
married
0
2
monthly
y
2
1
bad profit
100,454
35
43,799
m
married
1
1
monthly
y
2
0
good risk
100,303
31
43,795
m
married
0
2
monthly
y
1
0
bad profit
100,473
36
43,750
m
married
1
1
monthly
y
2
1
good risk
100,624
40
43,677
f
married
0
1
monthly
y
2
0
bad profit
100,721
43
43,669
m
married
1
1
monthly
y
1
0
good risk
100,704
42
43,651
f
married
1
2
monthly
y
2
1
good risk
100,306
31
43,650
m
married
0
1
monthly
y
1
0
good risk
100,645
41
43,648
f
married
1
1
monthly
y
2
1
good risk
100,507
37
43,633
f
married
1
1
monthly
y
1
0
bad profit
100,782
29
43,608
m
married
1
1
monthly
y
1
0
bad profit
100,598
39
43,514
f
married
1
2
monthly
y
1
0
good risk
100,405
34
43,482
m
married
1
1
monthly
y
1
1
bad profit
100,368
33
43,474
m
married
0
1
monthly
y
1
1
good risk
100,519
37
43,408
f
married
0
2
monthly
y
2
0
bad loss
100,724
43
43,348
m
married
1
2
monthly
y
2
1
bad profit
100,369
33
43,322
f
married
0
2
monthly
y
1
1
bad profit
100,739
44
43,185
f
married
1
1
monthly
y
2
0
good risk
100,321
31
43,185
f
married
0
2
monthly
y
2
0
good risk
100,729
43
43,146
f
married
1
1
monthly
y
2
1
bad profit
100,633
41
43,120
m
married
0
1
monthly
y
2
1
bad profit
100,316
31
43,043
f
married
1
1
monthly
y
1
1
bad loss
100,471
36
42,980
f
married
0
1
monthly
y
1
0
good risk
100,552
38
42,953
m
married
1
2
monthly
y
1
0
good risk
100,392
34
42,928
m
married
1
1
monthly
y
2
1
bad profit
100,290
30
42,926
m
married
0
1
monthly
y
1
0
good risk
100,699
42
42,909
m
married
1
1
monthly
y
1
0
bad profit
100,646
41
42,904
m
married
1
1
monthly
y
2
0
good risk
100,750
30
42,899
m
married
1
1
monthly
y
1
1
bad loss
100,612
40
42,844
f
married
1
2
monthly
y
1
1
bad profit
100,420
34
42,828
f
married
1
1
monthly
y
1
0
bad loss
100,780
45
42,823
f
married
1
1
monthly
y
1
1
bad profit
100,518
37
42,799
f
married
0
1
monthly
y
1
0
bad loss
100,447
35
42,719
m
married
0
1
monthly
y
1
1
bad profit
100,723
43
42,715
m
married
0
1
monthly
y
1
0
bad profit
100,582
39
42,652
m
married
0
1
monthly
y
1
1
good risk
100,286
30
42,647
f
married
0
2
monthly
y
1
0
bad profit
100,480
36
42,522
m
married
0
2
monthly
y
2
0
good risk
100,634
41
42,519
m
married
1
1
monthly
y
1
1
bad profit
100,308
31
42,471
f
married
1
2
monthly
y
2
1
good risk
100,791
45
42,464
m
married
0
2
monthly
y
1
1
good risk