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
major_purchase
0.0894
308.19
11.170435
8.15
762
3,420
6,953
30.9
4
0
0
0
1
debt_consolidation
0.0894
476.58
11.522876
3.07
772
6,869.958333
13,648
20.7
1
0
0
0
1
debt_consolidation
0.1148
52.75
11.127263
9.21
702
3,149.958333
2,822
40.3
0
0
0
0
1
debt_consolidation
0.0774
156.1
12.206073
2.52
762
9,270
17,604
36.1
2
0
0
0
1
debt_consolidation
0.0894
292.3
11.127263
17.81
752
9,300
38,581
65.4
1
0
0
0
1
debt_consolidation
0.1148
659.37
11.156251
6.84
752
3,480
5,303
26.6
1
0
0
0
1
debt_consolidation
0.1496
519.68
11.112448
13.81
687
2,640
13,217
96.5
0
0
0
0
1
debt_consolidation
0.1183
198.81
10.985293
20.4
702
1,980
7,278
30.1
0
0
0
0
1
small_business
0.16
421.89
10.896739
11.2
702
3,945.958333
5,418
33.9
3
0
0
1
1
debt_consolidation
0.0859
110.64
10.463103
16.63
722
1,860
3,159
17.4
0
0
0
0
1
debt_consolidation
0.1148
197.82
10.462532
1.61
742
5,369.958333
1,926
6
4
3
0
1
1
credit_card
0.0894
413.03
10.861458
18.99
747
3,209.958333
14,385
50.3
1
0
0
0
1
small_business
0.1392
68.28
10.824806
1.58
757
1,590
2,138
14.4
0
0
0
0
1
debt_consolidation
0.1774
792.47
11.079061
22.81
662
9,329.958333
11,328
39.9
2
1
0
0
1
credit_card
0.1739
645.26
11.350407
23.48
667
6,124.958333
11,369
91.7
1
0
0
0
1
debt_consolidation
0.1392
136.55
10.108216
4.16
682
1,379.958333
2,791
35.8
1
0
0
0
1
debt_consolidation
0.1183
198.81
10.829729
7.96
702
3,149.958333
16,721
74.6
3
0
0
0
1
debt_consolidation
0.1148
428.59
11.225243
9.81
722
2,879.958333
14,132
67.6
3
0
0
0
1
all_other
0.1322
473.21
10.785187
4.57
717
2,550
1,937
84.2
1
0
0
0
1
debt_consolidation
0.167
647.9
10.933107
23.72
707
6,929.958333
27,298
99.3
2
0
0
0
1
debt_consolidation
0.1496
836.68
11.695247
20.15
702
4,324.958333
68,903
92.9
0
0
0
0
1
major_purchase
0.1392
170.69
10.308953
18.04
672
1,950
7,768
42.9
1
0
0
0
1
all_other
0.0894
95.32
10.373491
6.9
732
3,450
11,247
57.7
1
0
0
0
1
credit_card
0.1287
336.34
11.314475
12.67
697
3,959.958333
33,896
72.7
3
0
0
0
1
debt_consolidation
0.1357
288.74
9.903488
14.94
692
1,381.958333
4,455
40.5
3
0
0
0
1
debt_consolidation
0.1565
384.85
10.422281
11.36
682
2,879.958333
10,908
92.4
1
0
0
0
1
all_other
0.1218
166.5
10.596635
5.64
697
2,730
4,388
43.9
0
0
0
0
1
debt_consolidation
0.1218
299.7
10.819778
19.42
707
3,989.958333
4,711
77.2
3
0
0
0
1
debt_consolidation
0.1392
477.92
10.896739
15
682
3,853.041667
18,270
52.7
0
0
0
1
1
all_other
0.1253
400.76
10.645425
22.74
702
3,030
19,721
67.1
1
0
0
0
1
debt_consolidation
0.1253
501.16
10.308953
16.08
712
3,629.958333
6,327
66.6
1
0
0
1
1
debt_consolidation
0.1322
229.85
11.253922
10.59
707
4,860
10,730
95.8
0
0
0
0
1
debt_consolidation
0.1531
844.28
11.82041
5.99
682
3,930.958333
6,548
63
0
0
0
1
1
debt_consolidation
0.1183
596.41
11.181918
19.31
722
3,720.041667
9,918
21.1
1
0
0
0
1
all_other
0.0859
455.19
11.127263
7.82
802
8,160
2,889
14.5
1
0
0
0
1
home_improvement
0.1392
273.1
10.308953
20.16
697
1,409.958333
1,923
76.9
1
0
0
1
1
all_other
0.1183
828.35
12.759958
4.87
812
6,660
129,224
4.6
0
0
0
0
1
debt_consolidation
0.1461
379.23
10.915088
19.03
692
4,720.958333
10,112
53.5
1
0
1
0
1
debt_consolidation
0.1253
324.63
11.156251
9.89
707
7,083
24,427
45.6
0
0
0
0
1
debt_consolidation
0.1218
399.6
11.156251
7.41
712
4,112
14,610
29.3
0
0
0
0
1
credit_card
0.1253
267.74
10.691945
20.75
697
4,020
6,508
62
1
0
0
0
1
debt_consolidation
0.1183
115.97
10.668955
23.79
707
2,580
3,564
57.5
1
0
0
0
1
all_other
0.1148
296.72
11.608236
11.02
712
8,830
38,771
38.5
1
0
0
0
1
educational
0.1565
122.46
9.392662
12
662
9,479.958333
2,383
95.3
0
1
0
0
1
debt_consolidation
0.1114
209.95
9.957976
20.34
722
6,932
2,639
12.2
1
0
0
0
1
all_other
0.0859
56.9
10.085809
8.95
722
1,860
1,620
17.1
0
0
0
0
1
debt_consolidation
0.1253
158.97
9.472397
11.63
697
4,140
4,996
38.4
3
0
0
0
1
debt_consolidation
0.1392
150.21
9.906682
17.58
677
1,750.958333
9,390
83.8
0
0
0
0
1
debt_consolidation
0.1392
716.88
11.350407
18.59
702
2,973
26,090
89.7
2
0
0
0
1
debt_consolidation
0.1496
528.34
10.985293
24.08
677
5,039.958333
22,240
84.2
0
0
0
0
1
all_other
0.0774
187.32
10.308953
14.75
767
7,860
7,552
15.8
2
0
0
0
1
all_other
0.1392
681.89
11.736069
14.16
692
3,629.958333
8,641
41.9
0
0
0
1
1
debt_consolidation
0.1183
563.28
10.915088
12.7
737
2,250
3,644
52.1
1
0
0
0
1
small_business
0.1774
180.11
10.714418
10.35
667
4,289.958333
3,062
78.5
0
0
0
0
1
debt_consolidation
0.1218
106.56
10.645425
20.91
697
3,240.958333
973
48.6
3
0
0
0
1
all_other
0.1461
289.6
10.925938
20.2
667
2,220
22,851
78.2
1
0
0
0
1
credit_card
0.1218
59.94
10.968198
4.43
697
11,790
8,652
50.3
1
0
1
0
1
major_purchase
0.1183
101.89
10.126631
12.91
697
3,780
18,988
60.7
2
0
0
0
1
debt_consolidation
0.1739
716.95
11.626254
8.88
667
4,200
20,755
89.5
2
0
0
0
1
debt_consolidation
0.1531
278.53
10.621327
8.2
662
1,860
7,979
48.7
0
1
0
0
1
all_other
0.1253
83.67
9.761463
16.32
692
7,320
1,245
31.1
0
0
0
0
1
debt_consolidation
0.1496
692.9
10.896739
11.78
682
1,709.958333
25,216
59.9
1
0
0
0
1
home_improvement
0.1218
499.5
12.075394
10.19
717
3,840
19,315
72.1
2
0
0
0
1
major_purchase
0.1253
87.02
10.616241
13.54
687
2,159.958333
9,847
24.1
1
0
0
0
1
educational
0.0894
158.86
9.729134
14.93
732
3,569.958333
6,109
43.9
1
0
0
0
1
debt_consolidation
0.1461
275.81
11.652687
13.36
677
4,349.958333
2,884
96.8
2
0
0
1
1
credit_card
0.1392
307.24
11.350407
9.19
677
2,069.958333
40
1
2
0
0
0
1
all_other
0.1218
90.75
10.819778
1.92
727
3,209.958333
0
0
3
0
0
1
1
debt_consolidation
0.1183
497.01
11.385092
19.7
732
6,481.958333
32,725
41.9
2
0
0
0
1
all_other
0.1287
336.34
11.041321
13.63
712
2,340
5,338
86.1
1
0
0
0
1
debt_consolidation
0.0774
280.97
10.915616
11.88
777
11,249.95833
8,805
8.4
3
1
0
1
1
credit_card
0.1114
147.62
10.373491
12.98
727
2,069.958333
10,491
27
3
0
0
1
1
major_purchase
0.1148
329.69
10.393527
18.19
782
2,160.958333
0
0
0
0
0
0
1
credit_card
0.0894
57.19
11.21182
13.28
717
4,980.958333
34,751
76.5
1
0
0
0
1
major_purchase
0.1148
316.5
10.97382
10.99
717
3,660
4,431
17.3
2
0
0
0
1
all_other
0.0894
381.26
10.373491
18.56
757
4,739.958333
16,588
38.3
1
0
0
0
1
home_improvement
0.0894
444.81
11.251561
15.8
752
9,779.958333
1,842
5
0
0
0
0
1
all_other
0.0894
245.44
10.778956
16.63
732
3,629.958333
15,355
35.5
2
0
0
0
1
debt_consolidation
0.1496
415.74
10.597784
19.78
687
1,170
3,147
73.2
0
0
0
0
1
credit_card
0.1913
918.02
11.904968
18.54
662
4,890
46,031
77.4
1
1
0
1
1
debt_consolidation
0.1531
515.27
11.0021
15.5
672
3,629.958333
7,237
45
1
1
0
1
1
small_business
0.16
703.15
10.56875
8.14
757
1,439.958333
2,120
13.5
3
0
0
0
1
credit_card
0.1357
509.53
11.302204
0.81
752
4,770
981
1.1
7
1
0
1
1
major_purchase
0.0859
240.24
11.225243
10.5
757
14,400
12,952
27.2
0
0
0
0
1
debt_consolidation
0.1426
329.34
10.819778
19.61
682
3,150.958333
4,301
93.5
0
1
0
0
1
small_business
0.1565
139.95
10.915088
10.82
697
7,949.958333
405
6.2
1
0
0
0
1
credit_card
0.1322
642.22
11.472103
10.95
712
4,319.958333
19,304
41.8
2
1
0
0
1
small_business
0.1565
227.41
9.903488
18.9
727
2,429.958333
24
6
0
0
0
0
1
debt_consolidation
0.1565
209.92
10.488938
22.89
682
2,519.958333
5,019
98.4
1
0
0
0
1
major_purchase
0.1148
395.63
10.308953
2.8
732
5,250
8,526
15.6
2
0
0
0
1
all_other
0.1392
85.35
10.645425
21.17
667
2,519.958333
20,323
78.8
3
0
0
0
1
debt_consolidation
0.1148
494.53
10.727663
8.84
737
4,410
13,819
56.4
0
0
0
0
1
all_other
0.1183
530.15
12.225875
6.29
727
7,559.958333
41,977
25.4
1
0
0
0
1
debt_consolidation
0.0774
206.05
14.124465
0.62
782
4,709.958333
20
0.1
2
0
0
0
1
debt_consolidation
0.1357
543.5
11.0021
18.58
697
2,524.958333
24,089
60.2
0
0
0
0
1
debt_consolidation
0.1253
803.2
11.0021
17.9
732
4,649.958333
26,715
39.8
1
0
0
0
1
debt_consolidation
0.167
710.03
11.695247
3.88
692
4,650.958333
16,725
99
1
0
0
0
1
credit_card
0.1114
68.89
9.574983
6.75
712
3,149.958333
2,256
53.7
0
0
0
0
1
debt_consolidation
0.0774
249.75
10.23996
16.5
772
6,720
7,943
25.1
0
0
0
0
1
all_other
0.1287
840.83
13.71015
1.16
747
4,890
30,706
44
1
0
0
0