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
credit_card
0.1148
395.63
10.819778
13.87
727
3,839.958333
15,684
42.4
2
0
0
0
1
debt_consolidation
0.1565
524.8
12.683548
15.58
672
10,200
17,057
82.4
1
0
0
0
1
debt_consolidation
0.1422
219.42
10.596635
0.57
687
1,860
899
13.2
1
0
0
1
1
debt_consolidation
0.1426
543.75
10.819778
22.66
682
2,369.958333
16,643
63.8
3
0
0
0
1
debt_consolidation
0.0894
317.72
11.03489
13.28
747
5,550
7,107
20
2
0
0
0
1
home_improvement
0.1218
399.6
10.621425
5.24
712
1,899
10,117
36.3
2
0
0
0
1
debt_consolidation
0.1148
337.93
11.289782
11.13
752
3,600
7,268
24.9
1
0
0
1
1
debt_consolidation
0.16
351.58
11.110166
10.3
662
3,059.958333
15,735
87.8
1
1
0
0
1
debt_consolidation
0.16
140.63
11.112448
14.61
677
4,919.958333
1,478
73.9
1
0
0
0
1
debt_consolidation
0.1843
363.7
11.350407
12.51
667
2,580
12,337
96.4
0
0
0
0
1
home_improvement
0.0894
333.61
10.308953
2.84
762
4,380
3,257
15.1
1
0
0
0
1
credit_card
0.1148
329.69
11.225243
21.81
717
6,749.958333
12,443
42.6
3
0
1
0
1
debt_consolidation
0.1461
689.51
11.512925
22.55
677
5,699.958333
25,920
36.8
0
2
0
0
1
educational
0.1148
118.69
9.903688
3.6
722
1,530
3,475
21.6
2
0
0
0
1
major_purchase
0.1496
519.68
12.055227
10.49
677
3,364
2,079
36.5
2
0
0
0
1
debt_consolidation
0.1322
676.02
11.561716
24.89
707
5,820
63,861
65.1
0
0
0
1
1
small_business
0.1739
716.95
10.714418
0.32
712
2,729.958333
589
3.8
0
0
0
0
1
debt_consolidation
0.0894
381.26
11.736069
8.85
757
5,729.958333
22,949
46.7
0
0
0
0
1
all_other
0.0894
381.26
11.608236
7.3
807
4,979.958333
1
0.1
0
0
0
0
1
credit_card
0.1183
662.68
11.350407
24.27
737
5,610
43,878
66.6
3
0
0
1
1
debt_consolidation
0.1426
411.67
11.225243
24.77
677
6,180
16,958
92.2
0
0
0
0
1
debt_consolidation
0.1461
189.62
11.274567
8.04
672
1,830
7,841
94.5
1
0
0
0
1
all_other
0.0894
127.09
11.082143
12.24
742
11,190.95833
8,782
38.3
4
0
0
1
1
credit_card
0.1114
160.74
10.898516
24.38
712
3,869.958333
10,378
49.2
1
0
0
0
1
debt_consolidation
0.0774
124.88
10.434116
15.6
772
5,639.958333
866
2.4
1
0
0
0
1
credit_card
0.0894
317.72
11.225243
23.64
737
6,900
39,304
33.9
0
0
0
0
1
debt_consolidation
0.1148
659.37
10.819778
23.52
747
11,939.95833
24,123
58.1
1
0
0
0
1
all_other
0.1392
143.38
9.852194
23.05
682
1,590
4,483
83
1
0
0
0
1
small_business
0.1704
89.19
11.152472
0
697
8,370
0
0
0
1
0
0
1
educational
0.1322
67.61
8.29405
6
697
1,140
598
54.4
2
0
0
0
1
credit_card
0.0859
309.78
10.778956
13.5
757
4,803
10,216
20.9
0
0
0
0
1
credit_card
0.1218
249.75
11.289782
9.04
742
6,089.958333
7,431
50.5
1
0
0
0
1
credit_card
0.1704
713.49
11.0021
17.4
672
5,190
23,595
86.7
2
0
0
0
1
debt_consolidation
0.0859
442.55
11.034954
11.11
802
6,930
15,647
11.3
2
0
0
0
1
credit_card
0.1287
588.59
11.695247
14.98
712
2,759.958333
10,488
45
2
0
0
0
1
credit_card
0.0774
234.14
10.23996
22.37
782
13,049.95833
9,800
17.7
0
0
0
0
1
all_other
0.0859
94.84
10.819858
3.72
767
9,989.958333
7,074
28.3
0
0
0
0
1
debt_consolidation
0.1218
283.05
11.307131
6.8
707
7,859.958333
58,907
58.7
0
1
0
0
1
major_purchase
0.1183
132.54
11.0021
8.44
707
5,249.958333
8,459
63.1
0
1
0
0
1
credit_card
0.1253
200.8
10.491274
19
687
2,880
7,333
34.7
0
1
0
0
1
credit_card
0.1183
662.68
10.896739
5
757
4,230.958333
22,872
66.9
0
0
0
0
1
home_improvement
0.1148
659.37
12.206073
6.97
777
7,829.958333
1,719
2.8
2
0
0
0
1
debt_consolidation
0.1114
623.27
11.088461
21.56
787
5,460
3,526
7.8
0
0
0
0
1
all_other
0.0774
249.75
10.819778
12.58
782
9,692.958333
4,071
8.7
1
0
0
0
1
debt_consolidation
0.1392
648.61
11.350407
12.9
692
7,140.958333
7,541
82
2
0
0
0
1
small_business
0.1704
249.72
10.596635
6.9
702
4,320
5,035
76
1
1
0
1
1
debt_consolidation
0.1357
679.37
11.184421
23.22
702
7,980
46,881
62.9
1
0
0
0
1
debt_consolidation
0.1183
430.75
10.540064
16.25
772
2,250
3,495
26.3
0
0
0
0
1
all_other
0.0894
111.21
10.23996
1.71
727
2,099.958333
2,697
69.2
1
0
0
0
1
debt_consolidation
0.1322
676.02
11.196748
20.31
707
7,529.958333
67,342
58.6
0
0
0
0
1
major_purchase
0.1496
207.87
10.596635
8.49
662
4,043
2,998
19.1
0
0
0
1
1
home_improvement
0.1148
494.53
11.918391
6.42
732
4,830
10,818
50.8
0
0
0
0
1
debt_consolidation
0.0894
460.69
11.492723
17.2
762
5,108
5,564
20.7
0
0
0
0
1
debt_consolidation
0.1357
169.85
11.03489
17.79
707
3,921.958333
6,283
55.6
3
0
0
0
1
credit_card
0.1114
262.43
10.915088
18.89
722
5,639.958333
36,269
41.6
1
1
0
0
1
credit_card
0.1148
435.19
10.650176
13.79
747
5,970
36,646
32.5
0
0
0
0
1
home_improvement
0.1148
164.85
11.561716
15.55
707
3,059.958333
29,097
79.7
1
0
0
0
1
small_business
0.1704
214.05
10.819778
9.96
682
1,890
8,599
91.6
0
0
0
0
1
debt_consolidation
0.1253
481.92
11.225243
9.66
712
4,714
16,916
78.7
0
0
0
0
1
educational
0.1496
242.52
10.757903
21.8
672
3,179.958333
6,699
64.9
1
2
0
0
1
all_other
0.1114
472.38
11.082143
15.82
742
3,960
8,799
34.5
2
1
0
0
1
debt_consolidation
0.1531
278.53
11.482466
13.32
662
5,309.958333
6,637
61.8
0
0
0
0
1
all_other
0.0859
110.64
10.968198
19.74
732
3,038
17,929
37
2
0
0
0
1
all_other
0.1114
65.61
10.518673
17.51
707
5,250
22,624
65.4
0
1
0
0
1
debt_consolidation
0.1426
343.06
11.127263
15.63
682
5,039.958333
876
25
1
0
0
0
1
debt_consolidation
0.1461
344.76
10.308953
11.36
672
2,429.958333
10,544
57
1
2
0
0
1
credit_card
0.1183
149.11
10.933107
15.39
707
4,350
4,624
17.6
0
0
0
0
1
all_other
0.1253
83.67
10.968129
16.41
682
5,759.958333
22,107
80.1
3
0
0
0
1
all_other
0.0859
189.67
10.896739
11.98
742
3,929.958333
10,275
43.9
0
0
0
0
1
major_purchase
0.1287
302.7
11.11382
15.85
692
3,209.958333
22,002
81.2
3
0
0
0
1
all_other
0.0774
218.54
10.308953
8.28
777
8,490
0
0
0
0
0
0
1
debt_consolidation
0.1322
304.21
11.417515
9.81
692
6,839.958333
19,262
85.6
1
1
0
0
1
debt_consolidation
0.1913
220.33
11.130933
16.81
662
1,500
7,843
98
1
0
0
0
1
debt_consolidation
0.1148
494.53
11.652687
22.88
737
14,009.95833
50,282
10.9
0
0
0
0
1
all_other
0.0894
270.06
10.839581
14.26
737
2,729.958333
9,304
49.8
2
0
0
0
1
small_business
0.1322
84.51
11.407565
1.31
787
5,399.958333
18,373
0
0
0
0
0
1
home_improvement
0.1183
397.61
11.421185
6.67
747
8,070
11,107
42.6
4
0
0
0
1
debt_consolidation
0.1635
628.86
11.350407
19.23
667
3,630
20,300
78.7
1
0
0
0
1
debt_consolidation
0.1148
290.13
10.518565
10.12
722
5,699.958333
13,884
38.7
0
0
0
0
1
credit_card
0.1704
713.49
12.100712
10.9
677
4,860
51,497
90.3
2
0
1
0
1
debt_consolidation
0.1218
333
11.532728
13.96
747
5,132
30,932
41
4
0
0
0
1
debt_consolidation
0.1461
51.72
10.778956
7.25
667
3,780
3,820
93.2
2
1
0
0
1
credit_card
0.1392
54.62
11.184421
17.65
667
3,960
40,106
80.4
0
0
0
0
1
major_purchase
0.1461
689.51
11.652687
1.82
767
5,821
1
0
2
0
0
0
1
debt_consolidation
0.0859
221.28
10.596635
6.87
747
3,240
7,136
21.3
2
0
0
0
1
debt_consolidation
0.1287
322.88
11.652687
24.56
692
4,919.958333
49,128
61.4
1
1
0
0
1
all_other
0.0859
214.16
11.66138
0.89
807
6,900
1,890
2.3
0
0
0
0
1
debt_consolidation
0.1253
133.87
10.915088
3.01
702
2,970
3,888
74.8
0
0
0
0
1
debt_consolidation
0.0894
317.72
11.669929
7.88
737
4,680
27,400
44.1
1
0
0
0
1
debt_consolidation
0.0774
312.19
10.518673
16.02
772
5,070
15,520
52.6
0
0
0
0
1
debt_consolidation
0.1426
686.12
11.289832
21.19
692
10,469.95833
11,035
43.1
2
1
0
0
1
small_business
0.1392
273.1
10.538286
5.88
772
3,360
2,195
24.1
2
0
0
1
1
debt_consolidation
0.167
710.03
11.407565
21.8
697
6,359.958333
39,926
78.3
0
0
0
0
1
all_other
0.0894
76.26
10.034077
17.06
772
6,390.958333
8,043
29.2
0
0
0
0
1
all_other
0.1322
169.01
10.584056
1.12
682
3,990
1,536
15.8
1
0
0
0
1
credit_card
0.1148
150.84
9.740969
18.14
732
2,880
10,934
65.5
0
0
0
0
1
small_business
0.1426
343.06
11.456355
11.63
742
11,549.95833
63,567
70.2
3
0
0
0
1
home_improvement
0.1635
158.99
11.225243
12.94
667
3,390
2,453
94.3
1
1
0
0
1
credit_card
0.074
186.36
11.608236
12.86
787
9,484
63,621
13.2
0
0
0
0
1
debt_consolidation
0.1183
662.68
11.767568
16.51
732
5,699.958333
23,727
31.3
0
0
0
0