credit.policy
int64
0
1
purpose
stringclasses
7 values
int.rate
float64
0.06
0.22
installment
float64
15.7
940
log.annual.inc
float64
7.55
14.5
dti
float64
0
30
fico
int64
612
827
days.with.cr.line
float64
179
17.6k
revol.bal
int64
0
1.21M
revol.util
float64
0
119
inq.last.6mths
int64
0
33
delinq.2yrs
int64
0
13
pub.rec
int64
0
5
not.fully.paid
int64
0
1
1
all_other
0.1148
164.85
10.085809
11
732
2,612.041667
4,159
59.4
1
0
0
0
1
debt_consolidation
0.1218
666
10.78384
7.61
727
3,180
10,241
38.5
1
0
0
0
1
debt_consolidation
0.1426
384.23
11.199085
5.83
677
3,990
9,956
63
0
0
0
0
1
debt_consolidation
0.1253
562.24
10.819778
8.21
732
2,160
21,589
84.9
0
0
0
0
1
debt_consolidation
0.1357
475.56
11.652687
15.43
702
4,140.041667
27,016
81.9
0
0
0
1
1
home_improvement
0.0859
31.62
10.912722
3.59
802
7,350
3,575
2.8
5
0
0
0
1
all_other
0.0859
31.62
11.161934
13.62
747
3,690
23
0.1
1
0
0
0
1
all_other
0.1426
514.59
11.512925
1.09
687
2,940
3,098
72
0
0
0
0
1
major_purchase
0.0774
112.39
11.127263
1.41
737
10,320.04167
2,907
21.9
0
0
0
0
1
all_other
0.1392
102.42
9.700147
14.71
712
1,140
1,442
15.3
3
0
0
0
1
all_other
0.0894
381.26
11.396392
1
787
5,340.041667
2,740
2.1
2
0
0
0
1
small_business
0.16
562.52
11.0021
19.06
722
3,570
23,333
74.3
0
0
0
0
1
debt_consolidation
0.1218
832.5
11.362103
9.99
742
7,020.041667
22,915
24.1
1
0
0
0
1
all_other
0.0894
234.32
11.461632
6.44
742
1,747
4,212
9.6
0
0
0
0
1
debt_consolidation
0.1322
270.41
11.461264
18.55
682
4,410
37,175
82.8
2
0
0
0
1
all_other
0.1287
269.07
11.595427
15.86
687
7,890.041667
9,832
80.6
3
1
0
0
1
credit_card
0.0751
77.78
9.743319
23.45
727
12,990.04167
12,003
54.1
1
0
0
0
1
all_other
0.1461
86.19
10.463103
17.25
662
2,250.041667
1,920
48
1
0
0
0
1
home_improvement
0.16
878.94
11.608236
5.12
677
5,077
13,486
36
3
0
0
0
1
debt_consolidation
0.1461
103.43
10.714418
23.2
662
3,608
1,498
62.4
1
0
0
0
1
debt_consolidation
0.1426
82.34
10.268131
19.13
662
5,220.041667
2,041
70.4
0
0
1
1
1
home_improvement
0.1183
331.34
10.203592
0.67
777
2,700.041667
86
6.6
4
0
0
0
1
small_business
0.1947
184.49
10.318515
2.5
697
4,800.041667
2,077
64.9
2
2
0
1
1
debt_consolidation
0.1183
281.64
10.985293
15.36
712
2,250.041667
6,444
41.8
0
0
0
0
1
all_other
0.1218
399.6
11.608236
3.64
717
4,860.041667
442
6.9
0
2
0
0
1
debt_consolidation
0.1496
332.6
11.117658
5.56
667
4,920.041667
11,028
23.5
1
1
0
0
1
all_other
0.074
155.3
11.217211
2.15
777
5,250.041667
8,334
27.1
0
0
0
0
1
credit_card
0.1287
393.51
10.893623
24.7
697
7,380.041667
9,201
81.4
2
0
0
0
1
home_improvement
0.1392
102.42
11.082143
17.82
682
4,080.041667
660
82.5
0
0
0
0
1
debt_consolidation
0.0774
171.71
10.558414
8.42
757
3,360.041667
5,338
23
1
0
0
0
1
major_purchase
0.0774
249.75
11.736069
0.74
802
7,141.041667
2,917
7.4
0
0
0
0
1
small_business
0.1496
554.32
11.225243
7.02
742
3,720.041667
9,218
24.4
0
0
0
0
1
small_business
0.2052
299.43
10.308953
8.12
677
1,522
7,327
86.2
2
0
0
1
1
debt_consolidation
0.1287
504.5
10.789319
15.39
717
3,060.041667
15,122
61.5
0
0
0
0
1
all_other
0.1461
499.89
10.165852
2.63
712
13,023.04167
1,318
94.1
0
0
0
0
1
debt_consolidation
0.1496
692.9
11.69904
21.04
687
6,990.041667
93,597
89.1
2
0
0
0
1
debt_consolidation
0.1392
170.69
11.67844
21.98
677
7,050.041667
53,860
86.3
3
0
0
0
1
debt_consolidation
0.1218
466.2
10.933107
6.36
732
3,660
13,719
47.6
2
0
0
0
1
all_other
0.1253
200.8
11.198215
2.91
692
2,670.041667
2,182
59
1
2
0
0
1
educational
0.0774
187.32
11.289782
6.75
767
3,601
3,855
16.8
1
0
0
0
1
debt_consolidation
0.1357
339.69
10.768485
21.3
687
5,490
8,751
75.5
0
0
0
1
1
all_other
0.074
31.06
10.714418
3.84
762
3,360.041667
2,387
6.9
1
0
0
0
1
debt_consolidation
0.0894
171.57
11.225243
10.48
732
4,650
45,340
61.5
1
0
0
0
1
all_other
0.1148
32.97
10.961278
24.46
707
3,480.041667
3,990
14.8
0
0
1
0
1
small_business
0.1461
430.94
10.668025
0.84
772
2,820
425
6.6
2
0
0
0
1
credit_card
0.0894
381.26
10.714418
10.77
757
7,806.041667
18,115
33.1
0
0
0
0
1
home_improvement
0.1183
347.91
11.277203
4.57
777
5,220.041667
258
0.7
0
0
0
1
1
small_business
0.167
541.4
10.242813
13.16
747
1,140
29
0.3
2
0
0
1
1
home_improvement
0.0894
381.26
11.193345
15.1
762
3,870.041667
7,937
19.2
3
0
0
0
1
debt_consolidation
0.1218
599.4
11.527814
9.28
722
5,190.041667
10,433
45.8
0
0
1
0
1
debt_consolidation
0.1461
172.38
10.915088
2.42
667
4,050
2,771
16.4
0
0
0
0
1
debt_consolidation
0.1114
203.39
10.085809
8.9
737
4,470.041667
6,143
56.4
1
0
0
1
1
debt_consolidation
0.1496
866.13
11.373663
24.19
707
10,591
13,580
48.5
3
0
0
0
1
debt_consolidation
0.1114
164.02
11.125349
13.35
722
4,650
3,768
43
0
0
0
0
1
debt_consolidation
0.1322
464.76
10.645425
24.03
707
5,820
26,418
85
0
0
0
1
1
major_purchase
0.1287
50.45
10.968198
17.32
687
6,032.041667
15,333
94.6
1
0
0
0
1
all_other
0.1565
34.99
9.680344
14.1
667
1,470
5,802
70.1
0
0
0
0
1
debt_consolidation
0.1392
512.06
12.013701
6.65
697
8,880.041667
25,641
92.2
0
1
0
0
1
debt_consolidation
0.0751
451.09
11.264464
17.8
792
5,854
7,353
26.7
0
0
0
0
1
all_other
0.1148
49.46
9.798127
7.07
737
2,220
2,217
34.1
1
0
0
1
1
all_other
0.1635
247.31
10.491274
3.73
672
1,860
3,722
93
0
0
0
0
1
debt_consolidation
0.1253
267.74
10.545341
8.43
697
2,280.041667
8,217
67.5
0
0
0
0
1
credit_card
0.1183
646.12
11.140411
16.44
737
6,570
27,414
62.4
2
0
0
0
1
debt_consolidation
0.0859
347.72
10.463103
11.07
747
3,720.041667
9,298
36
1
0
0
0
1
debt_consolidation
0.0859
410.94
10.472431
17.63
777
5,970.041667
10,340
20.2
0
0
0
0
1
debt_consolidation
0.0859
208.63
10.463103
14.84
737
3,450.041667
4,262
15.3
2
0
0
0
1
debt_consolidation
0.074
149.09
11.695247
15.3
792
7,320
4,645
12.7
3
0
0
0
1
small_business
0.1982
519.03
10.596635
7.38
677
1,590.041667
10,812
85.1
0
0
0
0
1
debt_consolidation
0.1114
196.83
9.873235
13.17
732
2,550
1,207
28.1
3
0
0
0
1
debt_consolidation
0.1253
829.97
11.373663
5.9
752
7,230
0
0
0
0
0
0
1
all_other
0.0859
316.11
11.608236
2.02
787
6,720.041667
4
0
0
0
0
0
1
small_business
0.1461
551.61
11.81303
20.74
747
4,110.041667
81,023
61.7
0
0
0
0
1
all_other
0.1461
51.72
10.308953
6.44
677
5,040
5,464
86.7
1
0
0
0
1
debt_consolidation
0.1148
329.69
10.950807
19.12
712
5,130
7,352
51.1
0
0
1
0
1
home_improvement
0.1218
166.5
11.127263
12.76
712
4,710
48,838
93.6
3
0
0
0
1
all_other
0.0894
317.72
11.184421
9.38
782
5,943.041667
3,187
13.1
0
0
0
0
1
debt_consolidation
0.1531
844.28
11.0021
19.88
682
4,823.041667
31,756
79.6
2
0
0
0
1
credit_card
0.1253
267.74
11.407565
10.59
692
3,963
9,304
28.3
2
0
1
0
1
all_other
0.1253
33.47
9.862666
1.25
692
2,970
379
15.8
1
0
0
0
1
debt_consolidation
0.0894
190.63
11.0021
2.86
757
4,830.041667
7,392
42.5
0
0
0
0
1
home_improvement
0.0859
110.64
10.616437
8.56
787
14,580
194
2.9
0
0
0
1
1
credit_card
0.0894
285.95
10.463103
7.58
752
2,610.041667
10,308
35.2
1
0
0
0
1
all_other
0.074
31.06
10.341742
0.97
812
6,030.041667
753
2.4
0
0
0
0
1
debt_consolidation
0.0859
252.89
10.002428
22.17
757
5,670.041667
2,815
8.5
0
0
0
0
1
all_other
0.1114
426.45
10.819778
14.06
742
4,410
12,878
50.9
1
0
0
0
1
home_improvement
0.1426
222.99
10.134599
16.38
672
3,990
1,562
57.9
3
0
1
1
1
debt_consolidation
0.0894
355.85
11.156251
13.08
762
4,410
182
60.7
0
0
0
0
1
debt_consolidation
0.16
527.36
11.512925
18.91
667
6,420.041667
30,523
66.2
0
0
0
0
1
all_other
0.0705
494.4
11.599103
5.8
727
7,260
24,166
55.8
2
0
0
0
1
debt_consolidation
0.1357
441.6
10.491274
22.53
692
4,020
17,524
82.9
0
0
0
1
1
all_other
0.074
71.44
10.502324
18.59
762
5,640.041667
2,177
7.3
2
0
0
0
1
all_other
0.0894
158.86
10.165852
14.95
737
11,702
10,681
22.3
0
0
0
0
1
home_improvement
0.1148
824.22
11.512925
7.22
777
6,630.041667
1,146
6.8
2
0
0
0
1
debt_consolidation
0.1218
799.2
12.206073
9.13
757
3,810.041667
298
1
1
0
0
0
1
debt_consolidation
0.1183
795.22
12.154758
1.88
792
4,200.041667
682
3.3
1
0
0
0
1
debt_consolidation
0.1496
831.48
12.206073
0.2
707
5,220.041667
255
0.8
0
1
0
0
1
debt_consolidation
0.1183
795.22
11.918391
0.7
812
11,700
346
0.7
0
0
0
0
1
debt_consolidation
0.1704
651.06
10.609057
14.96
662
2,430.041667
14,248
44.9
1
1
0
0
1
all_other
0.1253
133.87
10.907167
14.12
707
2,497
1,809
11.4
0
0
0
0
1
debt_consolidation
0.0894
158.86
9.705037
12.29
727
1,830
7,901
44.4
2
0
0
0