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
educational
0.1322
135.21
10.819778
1.08
702
1,770
1,503
16.3
0
0
0
0
1
debt_consolidation
0.1253
669.33
11.619643
11.36
717
7,350
35,173
69.4
0
0
0
0
1
debt_consolidation
0.1635
559.97
10.933107
22.84
662
8,585.958333
14,958
71.6
0
0
0
1
1
debt_consolidation
0.0859
158.06
9.903488
14.16
752
3,660
5,267
42.8
0
0
0
0
1
debt_consolidation
0.0894
403.5
11.156251
13.63
762
4,889.958333
21,908
28.8
3
0
0
0
1
all_other
0.1218
249.75
11.112448
4.66
707
1,770
2,370
17.8
2
0
0
0
1
debt_consolidation
0.1426
411.67
10.933107
14.55
677
1,890
8,394
48.8
2
0
0
0
1
all_other
0.1426
144.09
11.026988
12.11
667
3,869.958333
1,506
34.2
0
3
0
1
1
educational
0.0894
190.63
10.596635
2.91
732
3,149.958333
7,198
32
0
0
0
1
1
small_business
0.1461
413.71
11.512925
5.05
767
3,149.958333
125
0.4
2
0
0
0
1
debt_consolidation
0.16
351.58
10.736397
14.3
692
1,984.958333
9,729
98.3
0
0
0
0
1
debt_consolidation
0.0894
95.32
11.33806
23.05
717
8,339.958333
14,040
67.2
0
0
0
0
1
all_other
0.1496
86.62
10.985293
9.66
662
5,999.958333
19,487
86.6
3
1
0
0
1
debt_consolidation
0.1287
201.8
11.289782
13.05
687
3,030
9,640
49.9
0
0
1
0
1
all_other
0.074
74.55
11.09741
5.89
777
3,030
151
4.9
0
0
0
0
1
small_business
0.1635
353.3
11.251561
11.52
732
5,009.958333
35,873
94.4
3
0
0
0
1
small_business
0.1496
97.01
11.396392
20.95
712
5,910
33,167
87.5
0
0
0
0
1
debt_consolidation
0.1357
339.69
11.482466
16.96
682
3,839.958333
9,063
26.1
1
3
0
0
1
debt_consolidation
0.074
31.06
11.141862
6.65
767
7,080
8,542
14.8
0
0
0
0
1
educational
0.0774
31.22
10.275051
21.52
737
3,179.958333
3,292
42.8
1
0
0
0
1
all_other
0.1287
168.17
10.596535
3
712
1,200
4,009
38.5
0
0
0
0
1
all_other
0.1843
290.96
10.563543
9.86
667
2,520
298
99.3
0
0
1
1
1
all_other
0.1253
100.4
11.077207
15.9
697
8,999.958333
16,183
32.8
0
2
0
0
1
small_business
0.1774
164.8
9.305651
8.84
692
1,349.958333
0
0
1
0
0
0
1
major_purchase
0.1114
393.65
10.203592
17.82
742
3,720
21,312
29.2
0
0
0
1
1
all_other
0.1322
67.61
10.915088
9.77
672
5,250
1,083
77.4
3
0
0
0
1
debt_consolidation
0.1392
257.74
10.596635
22.05
682
4,469
24,604
91.8
0
0
0
0
1
debt_consolidation
0.1253
669.33
10.959401
20.68
722
4,709.958333
18,996
77.9
1
0
0
0
1
debt_consolidation
0.1461
330.97
10.645425
15.09
672
3,240
10,565
80.7
0
0
0
0
1
all_other
0.0894
190.63
11.156251
9.46
732
4,681.958333
19,298
35.5
2
0
0
0
1
credit_card
0.1774
720.42
11.695247
18.34
702
11,909.95833
50,307
75
0
0
0
0
1
debt_consolidation
0.1253
401.6
10.799494
9.92
707
3,539.958333
13,107
51.4
0
0
0
0
1
debt_consolidation
0.1218
666
10.915016
13.79
727
3,899.958333
16,947
66.2
1
0
0
0
1
debt_consolidation
0.0894
381.26
10.465614
11.01
757
8,579.958333
13,819
36.9
0
0
0
0
1
credit_card
0.0705
46.35
10.714418
16.24
792
4,020
18,830
52
0
0
0
0
1
home_improvement
0.0774
156.1
10.621327
17.68
752
3,390
1,757
9.3
1
0
0
0
1
small_business
0.167
532.53
11.472103
7.05
722
4,140
3,146
46.4
2
0
0
0
1
home_improvement
0.1183
662.68
11.184421
2.55
742
4,649.958333
11,518
15.4
3
0
0
0
1
debt_consolidation
0.0859
316.11
10.621327
10.92
757
5,160
6,999
9.8
1
0
0
0
1
home_improvement
0.1183
115.97
10.950807
24.11
707
3,030
2,979
14.2
1
1
0
0
1
debt_consolidation
0.0894
352.67
11.320554
21.53
737
5,759.958333
46,429
56.1
0
0
0
0
1
debt_consolidation
0.1322
324.49
11.695247
4.91
692
4,619.958333
1,664
87.6
1
0
0
0
1
debt_consolidation
0.1114
472.38
11.652687
11.3
732
3,930
28,541
41.3
0
0
0
0
1
debt_consolidation
0.074
201.89
9.798127
14.13
772
7,169.958333
6,954
25.3
0
0
0
0
1
home_improvement
0.074
31.06
10.308953
0
772
5,729.958333
11,108
46.5
0
0
0
0
1
debt_consolidation
0.0894
190.63
11.0021
23.18
732
3,539.958333
22,323
29
0
0
0
0
1
all_other
0.0774
99.9
10.714418
17.33
737
7,050
12,719
39.9
1
0
0
0
1
home_improvement
0.1322
101.41
10.126631
3.5
682
1,530
2,351
24
1
0
0
0
1
debt_consolidation
0.1357
679.37
10.933178
20.03
707
5,999.958333
28,296
70.7
1
0
0
0
1
credit_card
0.0859
72.71
10.571317
0.98
742
2,580
1,868
22.8
1
0
0
0
1
debt_consolidation
0.0894
158.86
10.463218
15.02
727
2,250
3,657
10
0
0
0
0
1
debt_consolidation
0.1531
696.31
11.446786
23.79
702
4,410
59,980
95.5
0
0
0
0
1
debt_consolidation
0.1287
504.5
11.652687
8.35
702
6,089.958333
12,152
54.2
2
0
1
0
1
all_other
0.1218
266.4
10.308953
4.16
737
2,550
5,820
48.5
0
0
0
0
1
debt_consolidation
0.1322
169.01
9.903488
10.14
687
6,749.958333
5,881
82.8
3
0
1
0
1
debt_consolidation
0.0859
227.6
11.627352
13.89
767
2,880
600
2.4
1
0
0
0
1
credit_card
0.0894
190.63
10.203592
17.73
757
4,619.958333
20,873
28.4
2
0
0
1
1
credit_card
0.1322
608.42
11.77529
16.99
702
6,540
33,756
82.3
0
0
0
0
1
credit_card
0.0774
52.3
9.903488
4.68
732
3,030
2,927
27.9
0
0
0
0
1
debt_consolidation
0.1287
174.9
10.968198
10.28
687
2,160
2,564
19.4
3
0
0
0
1
debt_consolidation
0.1322
255.2
10.49949
13.49
682
2,729.958333
13,847
74.4
0
0
0
1
1
all_other
0.0894
317.72
11.040782
14.78
742
4,229.958333
1,947
29.1
2
1
0
0
1
home_improvement
0.0774
280.97
10.645425
2.69
797
13,111
5,689
6.2
0
0
0
0
1
debt_consolidation
0.1183
530.15
10.819858
19.03
747
3,600
10,740
40.4
4
0
0
0
1
all_other
0.0774
78.05
10.645425
6.49
737
6,359.958333
967
10.1
1
0
0
0
1
all_other
0.1148
72.54
10.596635
14.55
732
1,289.958333
1,959
9.8
0
0
0
0
1
debt_consolidation
0.1287
622.22
11.034954
11.84
707
3,690
9,530
46
0
0
0
0
1
debt_consolidation
0.0859
366.68
11.05089
18.02
777
5,009.958333
29,568
52.3
0
0
0
0
1
credit_card
0.0774
218.54
11.589887
12.69
762
8,820
5,872
21.4
0
0
0
0
1
all_other
0.0894
317.72
10.126471
13.68
742
4,080
18,478
37.1
1
0
0
0
1
home_improvement
0.1357
254.77
11.507953
13.28
682
5,399.958333
28,384
89
2
0
0
0
1
debt_consolidation
0.1426
240.15
11.156251
18.82
692
5,490
16,120
96.5
3
0
0
0
1
debt_consolidation
0.0859
267.11
10.645425
17.37
752
4,410
8,493
58.7
1
0
0
0
1
debt_consolidation
0.0774
216.97
10.373491
22.73
752
11,249.95833
18,512
57.1
0
0
0
0
1
educational
0.1322
338.01
11.0021
9.54
692
2,250
2,263
17.7
0
3
0
0
1
debt_consolidation
0.1253
401.6
10.819778
16.08
712
5,430
15,244
66.6
0
0
1
0
1
home_improvement
0.1218
499.5
11.470978
8.7
772
5,160
2,139
30.6
2
0
0
0
1
debt_consolidation
0.1218
399.6
11.289782
24.88
712
5,070
6,950
16.6
0
0
1
0
1
home_improvement
0.1218
666
11.156251
14.31
722
3,000
2,292
5.4
1
1
0
0
1
debt_consolidation
0.1114
492.06
10.510532
14.19
752
5,369.958333
2,855
25.3
2
0
0
0
1
debt_consolidation
0.1148
659.37
11.041321
18.4
767
10,920
33,184
48
0
0
0
0
1
all_other
0.1148
98.91
10.858999
21.72
707
4,410
11,791
63.7
0
0
0
0
1
debt_consolidation
0.0859
221.28
11.00443
22.73
742
2,550
8,441
18.8
2
0
0
0
1
debt_consolidation
0.1357
339.69
11.589887
15.74
702
3,990
23,464
31.1
1
0
0
0
1
debt_consolidation
0.1148
626.41
10.434116
17.44
752
4,802
25,008
36
0
0
0
0
1
major_purchase
0.0774
312.19
10.896739
9.11
792
9,029.958333
89,252
6.4
0
0
0
0
1
credit_card
0.1183
430.75
11.652687
4.17
717
2,610
1,731
9
3
2
0
0
1
all_other
0.0894
57.19
11.225243
24.21
722
4,289.958333
39,900
70.3
0
0
0
0
1
debt_consolidation
0.1114
32.81
11.492723
11.64
707
5,759.958333
10,333
28.2
1
1
0
0
1
debt_consolidation
0.1183
430.75
10.933107
11.87
722
5,580
10,915
34.5
1
0
0
0
1
debt_consolidation
0.074
186.36
11.652687
6.4
772
4,949.958333
13,242
23
0
0
0
0
1
debt_consolidation
0.1148
659.37
12.165251
6.62
757
5,100
26,330
28.6
1
0
0
1
1
debt_consolidation
0.1392
324.31
10.308953
15.92
692
4,319.958333
23,616
49.4
3
0
0
0
1
credit_card
0.1183
265.08
11.082204
8.12
732
4,259.958333
43,799
87.8
2
0
0
0
1
debt_consolidation
0.1287
215.26
11.736069
9.9
697
5,399.958333
2,165
36.1
2
0
1
0
1
small_business
0.1565
122.46
11.082143
2.51
732
4,080
1,450
9.2
0
0
0
0
1
all_other
0.1531
208.9
10.433998
7.31
667
3,600
0
0
1
0
0
0
1
debt_consolidation
0.0774
156.1
10.318903
12.91
752
8,973.958333
15,813
75.7
0
0
0
0
1
small_business
0.1635
176.65
10.819778
7.2
747
1,860
1,340
7.2
1
0
0
1
1
debt_consolidation
0.0774
142.83
11.264464
17.94
762
6,270
112,055
33.5
1
0
0
0