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
0.1496
866.13
11.938193
16.55
702
7,139.958333
23,798
48.7
3
1
0
1
1
all_other
0.1426
445.98
10.275051
13.37
707
4,830
69
7.7
0
0
0
0
1
home_improvement
0.0894
301.83
11.692744
2.84
747
6,330
84,712
57.7
1
0
0
0
1
home_improvement
0.1392
409.65
11.407565
13.99
687
7,949.958333
21,648
86.9
0
1
0
0
1
all_other
0.1114
656.07
11.264464
17.2
772
3,000
1,401
9.2
1
0
0
1
1
all_other
0.1183
331.34
10.933178
13.05
727
4,619.958333
2,624
48.6
0
0
0
0
1
home_improvement
0.1392
682.74
13.458836
3.09
697
3,869.958333
6,960
44.6
0
0
0
1
1
credit_card
0.1114
278.83
11.289782
9.81
727
3,239.958333
18,654
54.1
3
0
0
0
1
debt_consolidation
0.0774
212.29
11.198215
4.9
762
4,319.958333
12,296
19.6
0
0
0
0
1
all_other
0.1148
131.88
10.596635
0
802
4,740
0
0
1
0
0
0
1
debt_consolidation
0.1426
617.51
11.082143
16.04
682
3,300
6,868
71.5
0
0
0
0
1
debt_consolidation
0.0894
55.61
9.169518
21.25
732
2,640
2,385
54.2
1
0
0
1
1
home_improvement
0.0774
265.36
10.646567
23.77
782
9,630
9,955
20
0
0
0
0
1
debt_consolidation
0.1253
502
10.703958
20.78
707
3,420
14,145
43.5
0
0
0
0
1
all_other
0.1148
659.37
12.100712
0.39
812
5,970
4,085
4.7
0
0
0
0
1
debt_consolidation
0.1531
870.39
11.156251
20.45
697
6,240
24,105
84.6
0
0
0
0
1
debt_consolidation
0.0894
381.26
11.608236
8.95
757
4,860
6,535
9
2
0
0
0
1
debt_consolidation
0.1635
671.26
11.634444
21.5
667
10,499.95833
83,317
72.2
0
0
0
0
1
debt_consolidation
0.1322
338.01
10.463103
8.09
687
1,830
8,907
61.9
0
0
0
0
1
credit_card
0.0894
476.58
11.0021
16.16
772
7,830
25,415
27.6
2
0
0
0
1
debt_consolidation
0.1218
199.8
10.373491
24
692
5,039.958333
9,690
49.2
0
0
0
0
1
all_other
0.1218
99.9
10.621327
6.67
742
4,470
4,561
95
3
0
0
0
1
debt_consolidation
0.1322
152.11
10.327284
4.32
692
5,160
3,371
88.7
1
0
1
0
1
all_other
0.1218
666
11.264464
9.66
722
2,010.958333
15,129
42.4
3
0
0
0
1
all_other
0.1114
328.04
10.530495
14.13
722
1,920
6,811
56.8
0
0
0
0
1
debt_consolidation
0.0894
203.34
10.279181
18.13
732
2,462.958333
8,713
41.3
1
0
0
0
1
educational
0.1461
137.91
10.915016
3.16
667
7,410
3,864
52.9
2
0
0
1
1
small_business
0.16
421.89
11.184421
17.48
747
4,350.958333
1,249
6.1
6
0
0
1
1
debt_consolidation
0.1253
803.2
10.91617
21.55
727
6,300
21,216
64.1
0
0
0
0
1
educational
0.1114
164.02
11.170647
10.26
727
7,470
1,893
24.7
0
0
0
0
1
debt_consolidation
0.1218
133.2
9.903688
7.32
692
8,850
3,156
26.7
0
1
0
0
1
debt_consolidation
0.1704
249.72
11.189243
23.39
672
3,989.958333
4,908
34.6
0
2
0
0
1
educational
0.1287
44.57
10.165852
19.29
702
2,819.958333
20,493
95.3
0
0
0
1
1
debt_consolidation
0.1461
836.03
11.626218
17.19
697
7,020
53,723
82.2
2
0
0
0
1
all_other
0.0859
158.06
9.798127
7.33
752
3,630
2,494
40.2
1
0
0
0
1
debt_consolidation
0.1913
257.05
11.041321
13.52
662
8,130
7,461
99.5
0
0
0
0
1
small_business
0.1565
104.96
10.596635
5.82
687
5,550
7,285
23.5
2
0
1
0
1
debt_consolidation
0.1287
538.14
11.0021
10.42
717
3,360
15,949
92.7
1
0
0
1
1
educational
0.1461
144.8
11.238489
15.28
667
3,869.958333
15,578
91.1
0
0
0
0
1
debt_consolidation
0.1392
682.74
11.350359
15.02
712
5,729.958333
27,564
93.8
0
0
0
0
1
major_purchase
0.1218
499.5
10.373491
2.7
752
1,709.958333
71
0.5
2
0
0
0
1
debt_consolidation
0.1357
434.8
11.156251
16.3
702
5,610
17,304
90.1
2
0
0
0
1
small_business
0.1531
60.93
9.615805
22.72
692
1,832
4,197
56
0
0
0
1
1
all_other
0.1114
328.04
10.491274
4.77
747
1,679.958333
172
0.9
0
0
0
0
1
debt_consolidation
0.1357
67.94
11.512885
14.04
687
6,539.958333
44,489
97.6
1
0
0
0
1
debt_consolidation
0.0894
381.26
11.156251
14.66
747
5,339.958333
15,836
73.7
2
0
0
0
1
major_purchase
0.0859
158.06
10.596635
7.62
802
6,809.958333
0
0
1
0
0
0
1
debt_consolidation
0.1148
323.1
10.555813
24.75
717
2,159.958333
6,095
23.4
1
0
0
0
1
all_other
0.1426
171.53
11.314426
9.34
667
3,660
4,232
46
1
0
0
0
1
debt_consolidation
0.1183
795.22
11.05602
19.82
752
5,040.958333
11,046
65.4
0
0
0
0
1
major_purchase
0.16
210.95
11.082143
13.42
662
5,130
4,543
29.5
2
0
2
0
1
credit_card
0.1426
574.63
10.778956
23.32
682
3,360
21,107
55
1
1
0
0
1
home_improvement
0.1114
492.06
11.156251
13.68
802
5,729.958333
1,248
3.7
2
0
0
0
1
all_other
0.0859
316.11
11.082143
14.99
787
5,699.958333
1,034
3.9
0
0
0
0
1
all_other
0.1565
279.89
10.736397
7.43
692
2,190
4,504
60.9
0
0
0
0
1
debt_consolidation
0.1148
197.82
10.596635
18.24
712
5,009.958333
15,955
70.9
1
0
0
0
1
debt_consolidation
0.1183
659.37
11.066638
8.18
737
6,946
27,095
67.1
2
0
0
1
1
debt_consolidation
0.1218
666
11.205041
22.32
727
11,340
33,980
74.7
0
0
0
0
1
major_purchase
0.1253
200.8
10.858999
21.72
692
3,450
4,742
36.8
0
0
0
0
1
small_business
0.1635
211.98
11.425732
0.84
782
4,890
0
0
0
0
0
1
1
debt_consolidation
0.1739
286.78
11.189962
19.59
667
7,020
19,892
67
1
0
1
0
1
debt_consolidation
0.0894
317.72
11.141862
9.53
742
2,489.958333
3,613
5.7
0
0
0
0
1
debt_consolidation
0.0894
158.86
10.126631
18.05
742
3,090
9,268
47.5
1
0
0
1
1
debt_consolidation
0.1287
201.8
10.757903
3.75
692
5,100
3,343
77.7
1
1
0
0
1
debt_consolidation
0.1218
807.53
11.881727
10.39
747
9,240
39,716
37.5
1
0
0
0
1
debt_consolidation
0.0894
285.95
10.648753
11.33
737
3,450
13,421
67.4
0
0
0
1
1
debt_consolidation
0.1114
246.03
10.950807
19.79
732
4,649.958333
4,451
13.5
1
0
1
0
1
home_improvement
0.0859
151.73
10.205073
22.5
752
2,429.958333
974
4.3
1
0
0
0
1
debt_consolidation
0.1253
368.13
11.296012
11.33
707
2,940
21,742
31.2
1
0
0
0
1
debt_consolidation
0.1114
352.64
10.23996
21
727
7,800
8,850
52.1
1
0
0
0
1
home_improvement
0.1322
845.02
10.858999
9
752
1,443
2,951
20.6
0
0
0
0
1
debt_consolidation
0.1287
53.82
10.134599
12.14
677
1,980
10,591
32.8
0
0
0
0
1
debt_consolidation
0.1287
504.5
10.596635
22.74
707
2,819.958333
17,328
79.9
0
0
0
0
1
debt_consolidation
0.1287
134.54
11.082143
14.73
692
3,030
13,154
88.3
1
0
0
0
1
major_purchase
0.1183
145.79
10.778956
3.52
742
4,200
3,850
58.3
2
0
0
0
1
home_improvement
0.1322
338.01
11.184421
0.93
737
1,409.958333
3,714
18.2
0
0
0
1
1
debt_consolidation
0.1322
324.49
11.042922
15.76
697
5,039.958333
5,954
87.6
3
0
0
0
1
small_business
0.1704
713.49
11.542484
7.6
707
5,220
54,633
44.4
0
0
0
0
1
debt_consolidation
0.16
457.05
10.462446
18.87
662
3,090
18,554
79.6
1
0
0
0
1
major_purchase
0.074
62.12
10.165852
13.71
767
2,879.958333
1,883
6.5
2
0
0
0
1
debt_consolidation
0.1739
645.26
11.223909
11.84
672
1,591
12,798
93.2
1
0
0
1
1
debt_consolidation
0.1218
249.75
13.567049
0.6
707
5,550
6,332
21.5
0
0
1
0
1
small_business
0.1843
363.7
11.400876
1.26
702
3,119.958333
3,327
23.8
2
0
0
0
1
all_other
0.1183
828.35
10.819778
13.27
757
8,339.958333
6,606
35.7
0
0
0
0
1
all_other
0.0894
222.41
10.491274
2.6
752
3,270
0
0
0
0
0
0
1
all_other
0.1148
164.85
10.990651
16.49
717
4,619.958333
0
36.94
0
0
0
0
1
debt_consolidation
0.1496
866.13
10.878047
13
707
3,869.958333
9,784
77.2
0
0
0
0
1
all_other
0.1531
97.49
10.933107
23.49
682
4,289.958333
21,076
98.5
2
0
0
0
1
debt_consolidation
0.1287
403.6
10.963359
5.3
697
4,319.958333
14,722
70.1
1
0
0
0
1
debt_consolidation
0.1114
433.01
11.09741
8.6
737
5,162
26,850
58.1
1
0
0
0
1
debt_consolidation
0.1357
84.93
10.491274
19.9
672
2,550
2,610
27.8
1
0
0
1
1
debt_consolidation
0.1426
806.19
11.066638
24.88
702
10,409.95833
30,803
84.4
1
0
0
0
1
small_business
0.1565
629.75
11.082143
9.16
732
4,200
13,381
49.4
1
0
0
0
1
debt_consolidation
0.1114
164.02
10.819778
13.51
737
9,150
11,919
76.9
1
1
0
0
1
debt_consolidation
0.1565
559.78
10.571317
19.75
707
3,300
19,418
95.7
0
0
0
0
1
all_other
0.1218
79.92
10.714418
20.67
697
2,580
563
4.5
1
1
0
0
1
debt_consolidation
0.167
568.03
11.492723
8.52
662
4,380
31,961
87.9
1
0
0
0
1
debt_consolidation
0.1322
537.43
11.141862
20
702
4,110
4,326
34.1
0
0
0
0
1
debt_consolidation
0.1357
391.49
10.308953
17.92
677
3,390
11,386
55.5
0
0
0
1
1
credit_card
0.0859
162.01
11.264464
24.12
742
8,639.958333
13,930
50.1
0
0
0
0