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
0.0963
192.57
10.691945
4.99
732
4,260
11,741
14.6
0
0
0
0
1
home_improvement
0.1568
350.02
10.950807
7.62
682
2,850
1,815
34.2
2
0
0
1
1
credit_card
0.1663
780.34
11.09741
14.96
677
4,980
27,302
34.8
0
0
0
0
1
debt_consolidation
0.1442
412.6
10.518673
7.91
682
4,049.958333
8,748
85.8
1
0
0
1
1
all_other
0.08
188.02
10.051821
8.95
757
4,109.958333
1,112
25.3
0
0
0
0
1
debt_consolidation
0.1411
405.62
10.789319
20.96
682
3,659.958333
15,677
49.9
3
0
0
0
1
debt_consolidation
0.1253
401.6
10.878123
16.26
717
2,730
7,464
41.2
2
0
0
1
1
major_purchase
0.1189
165.82
10.778956
18.13
722
3,150
15,155
42.3
2
0
0
0
1
all_other
0.16
147.67
10.165852
21.69
712
2,012
6,154
99.3
0
0
0
0
1
debt_consolidation
0.1474
86.35
9.779963
19.08
672
1,771
5,002
32.1
3
0
0
0
1
debt_consolidation
0.1284
504.27
10.308953
12.92
717
10,440
20,105
33.4
3
0
0
0
1
all_other
0.0963
185.35
10.515967
7.15
732
2,370
9,619
65.9
0
0
0
1
1
all_other
0.1379
221.5
10.545447
23.37
687
5,849.958333
12,518
49.1
0
1
0
0
1
debt_consolidation
0.1474
276.3
10.714418
24.08
672
1,921.958333
8,441
66.5
1
0
1
0
1
home_improvement
0.1442
292.26
11.350407
6.11
677
9,300
7,429
91.1
1
0
0
0
1
debt_consolidation
0.1253
87.02
9.680344
19.2
697
1,949.958333
7,155
38.3
1
0
0
0
1
debt_consolidation
0.1411
167.73
10.878047
3.22
682
6,060
4,341
90.4
2
0
0
0
1
credit_card
0.0963
224.66
11.561716
3.19
762
3,210
8,035
30
1
0
0
0
1
debt_consolidation
0.1537
374.6
10.621327
23.33
667
3,391.958333
21,765
78.9
0
0
0
0
1
debt_consolidation
0.1316
168.86
10.968198
0.12
722
2,070
5,176
45.6
0
0
0
0
1
home_improvement
0.1411
290.95
10.915016
1
707
1,229.958333
3,441
49.2
0
0
0
1
1
debt_consolidation
0.1411
171.15
10.155801
6.2
697
3,389.958333
4,852
57.8
2
1
0
0
1
all_other
0.1758
718.84
11.522915
16.93
667
3,659.958333
18,606
67.5
0
1
0
0
1
debt_consolidation
0.1189
198.99
10.545447
22.58
722
4,680
17,511
47.7
3
0
0
0
1
debt_consolidation
0.1663
532.05
10.736397
7.93
672
3,029.958333
14,608
94.9
1
0
0
0
1
small_business
0.1221
166.58
11.21182
17.56
712
7,170
13,344
28.4
2
0
0
0
1
credit_card
0.1189
298.48
11.350407
8.84
732
5,519.958333
5,390
27.2
0
0
1
0
1
home_improvement
0.1411
143.77
9.836332
4.62
677
4,783.958333
2,255
37.6
1
0
0
0
1
debt_consolidation
0.0932
207.66
10.354563
12.08
747
3,450
2,530
63.2
0
0
0
1
1
debt_consolidation
0.1284
504.27
11.532728
12.46
722
3,329.958333
2
0.1
2
0
0
0
1
all_other
0.1221
399.78
10.491274
20.33
677
3,090
24,029
70.3
1
0
0
0
1
major_purchase
0.0932
63.9
10.941925
5.71
787
3,570
21
0.4
2
0
0
0
1
all_other
0.1411
684.58
11.350359
19.27
702
5,489.958333
17,811
79.2
1
0
0
0
1
all_other
0.1221
499.73
11.918391
17.84
752
8,069.958333
0
0
1
0
0
0
1
debt_consolidation
0.1426
240.15
10.373491
13.35
682
1,410
5,999
27.6
1
0
0
1
1
all_other
0.0963
248.74
10.799576
11.36
737
5,601.958333
6,720
19
0
0
0
0
1
all_other
0.16
281.26
10.555813
2.31
667
1,800
3,292
58.8
1
1
0
0
1
debt_consolidation
0.16
527.36
11.03489
7.88
687
2,520
15,896
83.2
1
0
0
1
1
small_business
0.1663
567.52
11.156251
0.26
667
3,329.958333
438
4.6
3
0
0
0
1
debt_consolidation
0.1505
693.83
11.282304
15.32
682
4,379.958333
18,636
81.1
3
0
0
0
1
debt_consolidation
0.1474
552.59
10.904046
9.13
682
7,620
17,436
71.9
1
0
0
0
1
home_improvement
0.1253
836.66
11.918391
2.86
762
3,389.958333
14,911
34
1
0
0
0
1
debt_consolidation
0.1442
498.55
10.308953
18.04
697
8,910.958333
20,392
94
1
0
0
0
1
debt_consolidation
0.1316
287.05
11.225243
12.27
697
8,069.958333
30,532
53.7
3
0
0
1
1
all_other
0.0737
248.37
11.082204
2.77
727
5,219.958333
31,939
53.2
1
0
0
1
1
debt_consolidation
0.08
188.02
10.703244
6.44
752
5,340
5,970
12.7
1
0
0
0
1
debt_consolidation
0.1347
447.78
10.596635
12.72
727
1,499.958333
9,721
30.9
2
0
0
0
1
credit_card
0.0963
160.48
11.461674
15.4
727
3,090
9,347
41
2
0
0
0
1
credit_card
0.1189
348.23
11.635143
6.02
727
6,719.958333
13,610
43.1
0
0
0
0
1
all_other
0.1474
51.81
10.545447
1.04
667
2,130
1,781
59.4
3
0
0
1
1
small_business
0.0932
159.74
10.819778
17.57
737
2,669.958333
7,170
67
1
0
0
0
1
small_business
0.1189
530.63
11.350407
2.61
757
5,041
29,204
51.9
2
0
0
0
1
small_business
0.1426
274.45
10.573878
21.88
737
2,681
16,090
25
3
0
0
1
1
major_purchase
0.0768
49.91
10.043249
4.64
757
12,391
2,753
9.3
0
0
0
0
1
all_other
0.0737
372.55
10.819858
10.1
742
7,769.958333
56,348
33.7
0
0
0
0
1
small_business
0.0963
417.23
10.645425
16.14
787
3,840
0
0
1
0
0
0
1
debt_consolidation
0.1316
379.92
11.225243
18.69
702
3,150
11,197
81.7
2
0
0
0
1
all_other
0.0932
319.47
10.915088
0.39
782
4,710
99
0.2
1
0
0
0
1
small_business
0.1253
251
10.596635
12.87
787
2,249.958333
298
1
0
0
0
1
1
all_other
0.1189
331.64
10.878047
17.12
727
2,790
4,435
59.1
0
0
0
0
1
educational
0.1568
113.76
9.392662
11.8
672
1,499.958333
3,352
79.8
0
0
0
1
1
debt_consolidation
0.1347
407.08
11.127263
21.9
697
5,408
43,863
63.7
2
0
0
0
1
all_other
0.1284
235.33
11.010399
10.27
682
4,202.958333
3,706
45.2
0
0
0
0
1
major_purchase
0.1316
405.25
10.915088
13.16
707
13,681
9,030
37.5
2
0
0
0
1
all_other
0.08
313.37
11.350359
1.06
772
6,780
2,227
5.4
0
0
0
0
1
debt_consolidation
0.1379
286.24
10.714418
24.75
697
4,829.958333
1,924
91.6
1
0
0
1
1
small_business
0.0963
481.42
11.512925
4.81
802
9,637.958333
21,267
33.9
1
0
0
0
1
all_other
0.0963
160.48
11.243005
8.63
722
5,189.958333
2,602
51
1
0
0
0
1
all_other
0.1632
529.71
11.082143
16.39
672
5,310
7,467
48.8
2
0
0
0
1
all_other
0.1221
158.25
10.718941
20.95
747
5,760
26,272
33.7
1
0
0
0
1
debt_consolidation
0.1568
280.02
11.289782
16.3
662
4,499.958333
10,702
59.8
0
0
0
0
1
all_other
0.0768
311.91
10.085809
0
737
1,650
400
6.7
1
0
0
0
1
small_business
0.1221
666.3
11.350407
3.04
787
6,510
13,893
18.7
4
0
0
0
1
all_other
0.0932
527.13
11.058858
8.35
732
4,079.958333
41,921
85.2
0
0
0
1
1
debt_consolidation
0.0932
233.22
10.308953
10.52
737
3,243
8,351
22.1
3
0
0
0
1
small_business
0.1505
416.3
10.275051
2.48
672
4,019.958333
4,770
52.4
2
0
2
0
1
debt_consolidation
0.1568
525.03
11.635143
13.12
757
7,560
50,910
32.6
0
0
0
0
1
small_business
0.1411
232.76
10.532096
10.3
707
3,779.958333
1,356
17.4
2
1
0
0
1
debt_consolidation
0.1253
669.33
11.127263
18.23
732
5,070
25,313
43.4
2
0
0
0
1
debt_consolidation
0.1221
599.67
10.869064
13.36
742
5,640
17,064
56.7
0
0
0
0
1
credit_card
0.1253
117.14
10.463103
13.39
707
4,889.958333
7,730
33.6
1
0
0
0
1
credit_card
0.1316
362.19
10.915088
12.09
702
2,219.958333
20,854
49.3
2
0
0
0
1
debt_consolidation
0.1347
101.77
11.09741
14.6
687
5,978.958333
15,093
95.5
1
0
0
1
1
all_other
0.1474
120.88
11.492641
19.94
672
6,180
36,162
89.5
3
0
0
1
1
small_business
0.08
100.28
10.691945
17.92
742
1,949.958333
849
10.7
0
0
0
0
1
all_other
0.08
470.05
11.163368
17.11
727
3,450
8,952
22.3
1
0
0
0
1
small_business
0.1284
806.83
11.225243
18.51
772
6,780
7,815
6.1
0
0
0
0
1
all_other
0.1474
386.82
11.063508
16.21
687
4,320
10,673
93.6
0
0
0
0
1
debt_consolidation
0.1568
245.02
10.736397
20.87
677
2,339.958333
5,546
97.3
0
0
0
0
1
debt_consolidation
0.0963
320.95
10.544426
15.05
737
4,079.958333
1,571
11.9
0
0
0
0
1
debt_consolidation
0.1632
247.2
10.915088
3.99
662
2,189.958333
4,747
93.1
1
1
0
0
1
debt_consolidation
0.08
172.35
10.373616
19.2
757
3,749.958333
6,860
29.4
0
0
0
0
1
debt_consolidation
0.1316
168.86
10.404263
14
697
1,710
4,536
33.1
0
0
1
0
1
all_other
0.1568
245.02
10.134599
5.57
662
1,499.958333
4,748
53.3
2
0
0
0
1
credit_card
0.1316
844.26
11.736069
8.24
727
5,549.958333
14,323
50.3
1
0
0
1
1
small_business
0.1221
632.99
11.561716
15.51
752
11,520
49,836
42.1
1
0
0
0
1
debt_consolidation
0.1821
290.07
11.225243
13.92
662
4,889.958333
8,111
57.9
2
0
0
0
1
all_other
0.1189
198.99
11.09741
21.07
722
4,769.958333
18,136
44.7
0
0
0
0
1
debt_consolidation
0.16
404.31
10.461048
21.09
662
4,529.958333
22,416
67
1
0
0
0
1
debt_consolidation
0.1284
537.89
10.643041
10.37
717
3,719.958333
16,016
84.7
0
0
0
0