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
debt_consolidation
0.1122
197.06
10.809728
0
672
2,519
0
0
1
1
0
0
1
credit_card
0.0807
83.92
10.596635
16.68
737
6,988
19,210
48.3
0
0
0
0
1
small_business
0.0964
481.48
10.596635
4.05
717
2,759.041667
11,601
85.9
3
0
0
0
1
debt_consolidation
0.0996
253.16
10.165852
6.14
697
2,040.041667
991
34.2
1
0
0
0
1
all_other
0.0743
77.69
13.165423
2.45
762
6,240
141,287
9.4
5
1
0
0
1
all_other
0.1014
97
11.695247
8.71
687
2,311.041667
199
1.1
1
1
0
0
1
all_other
0.1046
259.87
11.695247
11.28
692
5,018.041667
63,580
80.6
1
0
0
1
1
home_improvement
0.0743
124.3
11.042922
5.82
772
5,430
773
4.8
0
0
0
0
1
debt_consolidation
0.133
67.68
9.798127
22
662
1,470
1,042
37.2
3
1
0
0
1
debt_consolidation
0.133
406.07
10.203592
7.16
662
1,530.041667
137
3.2
1
1
0
1
1
credit_card
0.0983
241.41
11.472103
2.69
712
4,709
1,944
47.4
0
0
1
0
1
small_business
0.1393
170.72
10.545341
20.72
662
7,109.041667
16,613
18.3
1
1
0
1
1
educational
0.0838
293.85
9.392662
0
737
1,139
0
0
1
0
0
0
1
credit_card
0.133
318.09
10.819778
17.04
662
6,179
5,181
97.8
3
0
1
0
1
major_purchase
0.092
63.79
10.085809
18.65
727
3,455.041667
597
14.2
2
1
0
0
1
all_other
0.0743
217.52
11.0021
1.72
807
7,230
3,202
1.1
1
0
0
0
1
credit_card
0.1236
667.74
11.798104
13.42
687
3,420.041667
46,086
92.7
0
0
0
0
1
debt_consolidation
0.1236
133.55
10.819778
8.66
662
6,839.041667
9,380
44.1
1
0
1
1
1
debt_consolidation
0.1014
421.14
10.596635
17.01
752
4,349
35,944
56.2
2
0
0
0
1
all_other
0.1362
339.94
10.809728
1.21
672
2,519
0
0
0
1
0
0
1
debt_consolidation
0.1078
365.51
11.0021
14.26
702
6,780.041667
7,973
89.6
0
0
0
0
1
debt_consolidation
0.0807
313.69
10.110502
9.95
752
5,167
8,522
21.7
1
0
0
0
1
credit_card
0.1583
876.83
11.695247
18.08
677
3,330
62,976
86.1
2
2
0
0
1
debt_consolidation
0.1362
316.99
10.308953
21.88
667
1,601.041667
7,429
82.5
0
0
0
0
1
small_business
0.1236
701.12
10.778956
0.85
682
2,579
639
13.6
1
0
0
1
1
debt_consolidation
0.1014
485
11.38845
13.73
732
5,489
14,903
35.3
0
0
0
0
1
debt_consolidation
0.1236
133.55
10.596535
9.48
662
4,080.041667
2,923
28.4
3
0
0
0
1
credit_card
0.0838
362.39
11.580584
8.16
757
5,790
18,314
50.6
1
0
0
0
1
all_other
0.0712
108.27
10.268131
0
777
3,034.041667
150
7.5
1
0
0
0
1
all_other
0.1236
240.39
9.757305
4.58
662
3,840.041667
0
0
2
0
0
0
1
all_other
0.0743
62.15
11.127145
9.99
767
8,190.041667
2,475
5.4
1
1
0
0
1
all_other
0.0838
66.18
9.893437
2.36
722
5,790
1,489
62
1
0
0
0
1
debt_consolidation
0.1109
327.82
10.633449
19.32
702
2,849
15,368
87.1
0
0
0
0
1
all_other
0.0743
69.14
11.695247
7.67
762
6,007.041667
21,521
29.5
1
0
0
1
1
home_improvement
0.1078
313.3
11.021902
14.06
702
5,700.041667
4,781
15.5
2
0
0
1
1
debt_consolidation
0.1141
329.34
11.270905
14.03
692
4,470.041667
8,473
27.6
3
1
1
0
1
all_other
0.1236
292.97
10.727663
15.53
677
1,848
8,494
44.2
1
0
0
0
1
all_other
0.0838
315.12
11.15052
14.03
762
5,519
11,333
45.5
5
0
0
0
1
debt_consolidation
0.0807
225.86
11.021902
17
762
5,340.041667
9,366
40.7
4
0
0
1
1
major_purchase
0.0838
63.03
10.46493
18.96
742
2,190
4,922
30.6
0
0
0
0
1
debt_consolidation
0.1267
536.57
11.42081
10.13
677
5,280.041667
23,129
79.8
0
1
0
1
1
small_business
0.1204
126.29
11.05089
12.5
667
3,300
29,736
80.2
3
0
0
0
1
credit_card
0.0951
192.23
11.608236
16.87
722
8,519.041667
67,232
41.1
1
0
0
0
1
all_other
0.1014
97
10.778956
0
692
5,160
0
0
0
0
0
0
1
debt_consolidation
0.092
318.93
11.254802
5.93
727
4,800
11,496
26.6
0
0
0
0
1
credit_card
0.1078
228.45
10.505068
7.76
687
2,010.041667
6,999
65.7
0
0
0
0
1
all_other
0.1172
72.78
10.578216
17.2
667
1,410
4,863
69.5
0
1
0
0
1
all_other
0.1141
16.47
9.87817
3.69
667
8,820
12,229
90.6
0
0
1
0
1
all_other
0.0775
124.89
10.961278
1.33
767
2,485.041667
2,325
8.2
0
0
0
0
1
all_other
0.1109
262.26
11.184421
5.12
687
1,949.041667
14,653
95.1
0
0
0
1
1
credit_card
0.0838
236.34
11.225243
6.06
742
3,149.041667
4,286
40.4
0
0
0
0
1
debt_consolidation
0.1204
265.87
10.707386
16.06
677
1,949.041667
8,009
68.5
0
0
0
0
1
debt_consolidation
0.0775
101.47
10.491274
2.73
742
2,550
2,353
12.4
0
0
0
1
1
debt_consolidation
0.0775
218.55
10.817696
10.37
767
4,410
6,634
9.4
0
0
0
0
1
debt_consolidation
0.1014
38.8
10.308953
19.76
702
4,529.041667
0
0
0
0
0
0
1
credit_card
0.1141
247
11.184421
14.65
682
3,329
5,608
47.1
0
0
0
0
1
debt_consolidation
0.1299
673.79
10.778956
18.98
682
4,830.041667
13,649
42.4
1
0
0
1
1
all_other
0.1078
79.96
10.545341
14.84
677
4,140.041667
9,973
33.8
0
0
0
0
1
debt_consolidation
0.1204
498.51
10.757903
17.95
677
2,609
16,502
63
0
0
0
0
1
debt_consolidation
0.1488
692.14
11.238489
7.11
667
3,899.041667
15,773
95
0
0
0
1
1
small_business
0.0951
800.95
11.082143
2.14
777
4,559.041667
3,326
14.3
6
0
0
0
1
debt_consolidation
0.0983
289.69
9.980449
4.83
712
1,620.041667
7,263
39
0
0
0
0
1
all_other
0.0838
264.71
10.54797
13.1
767
7,560.041667
3,451
19.4
0
0
0
0
1
debt_consolidation
0.1267
117.38
10.778956
13.1
662
9,659.041667
16,770
50.7
0
0
0
0
1
all_other
0.1078
293.72
10.491274
7.93
692
2,429.041667
17,042
75.1
0
0
0
0
1
major_purchase
0.1267
563.4
11.0021
20.06
697
4,560.041667
10,686
49.4
0
0
0
0
1
credit_card
0.092
318.93
12.013701
0.33
732
3,600
45
0.4
0
0
0
0
1
all_other
0.0951
230.68
10.388872
15.84
717
1,800
3,247
33.3
1
0
0
0
1
debt_consolidation
0.152
730.04
11.225243
21.84
677
2,640.041667
27,839
72.7
0
1
0
0
1
all_other
0.0775
312.22
11.657026
2.89
807
5,160
0
0
1
0
0
0
1
major_purchase
0.0807
250.95
11.0021
9.58
757
13,109
17,246
13.7
1
0
0
0
1
debt_consolidation
0.1425
514.49
10.778956
19.05
667
6,209
14,036
64.4
0
0
0
0
1
small_business
0.1046
16.25
10.165852
14.17
692
4,919.041667
5,643
60.7
0
0
0
0
1
debt_consolidation
0.1204
372.22
10.714418
21.33
697
4,710
17,850
66.3
1
0
0
0
1
debt_consolidation
0.0951
320.38
10.915088
7.59
722
2,340.041667
8,382
20.4
1
0
0
0
1
small_business
0.1836
504.13
11.338572
23.04
662
6,690.041667
24,280
93.4
3
0
0
0
1
debt_consolidation
0.1172
413.51
10.491274
11.9
677
2,970
8,375
91
3
0
0
0
1
all_other
0.1014
485
11.338572
19.86
742
2,763.041667
6,437
28.6
4
0
0
0
1
credit_card
0.1172
307.66
11.03489
20.09
697
6,392.041667
16,890
64
0
0
0
0
1
all_other
0.1078
130.54
10.373491
0.38
682
1,290.041667
887
38.6
0
0
0
0
1
debt_consolidation
0.1299
370.59
10.868568
17.94
667
3,269
17,771
52.1
2
0
0
1
1
debt_consolidation
0.1299
539.03
10.668955
14.82
677
8,159.041667
13,115
42.3
2
2
0
0
1
major_purchase
0.0775
312.22
10.085809
0
787
3,809.041667
5,028
12.1
0
0
0
1
1
all_other
0.1078
70.17
9.308283
19.15
692
2,399.041667
1
0.2
2
0
1
1
1
debt_consolidation
0.1078
440.57
10.524064
12.58
702
2,130
10,251
33
0
0
0
0
1
all_other
0.092
175.42
10.518673
16.74
727
4,590.041667
6,566
48.6
1
0
0
0
1
all_other
0.1046
194.91
10.819778
5.06
687
4,464
9,516
63.4
1
0
0
0
1
debt_consolidation
0.1172
165.41
11.0021
0
672
2,520
2,126
6.4
1
0
0
0
1
debt_consolidation
0.133
406.07
10.714418
4.67
662
2,849
7,209
38.1
1
0
0
1
1
debt_consolidation
0.1172
82.71
11.03489
19.29
677
4,319
7,180
34.4
3
0
0
1
1
debt_consolidation
0.0838
189.08
10.609057
12.5
727
2,550
7,386
42.4
0
0
0
0
1
all_other
0.0712
57.23
10.463103
11.59
772
5,970.041667
6,035
19
0
0
0
0
1
small_business
0.133
338.39
11.695247
6.31
662
6,150
28,653
89.3
0
0
0
1
1
debt_consolidation
0.1204
498.51
11.512925
15.82
682
9,150
49,459
88.8
1
2
0
0
1
credit_card
0.1267
737.78
11.407565
13.04
697
5,100
22,738
30.8
0
1
0
0
1
credit_card
0.092
306.18
11.03489
13.12
742
5,250.041667
24,406
40.3
1
0
0
1
1
debt_consolidation
0.0951
592.7
10.341742
16.49
747
4,260.041667
25,946
37.9
0
0
0
0
1
all_other
0.1014
611.1
10.691945
9.79
732
5,940.041667
0
0
0
0
0
0
1
debt_consolidation
0.0951
461.35
11.385865
9.96
732
5,250.041667
4,765
16.5
0
0
1
0
1
debt_consolidation
0.1583
841.76
11.225243
15.38
662
3,420.041667
15,222
77.3
0
2
0
0