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
0.0768
212.1
10.548284
22.98
772
3,686
3,041
7.7
3
0
0
0
1
home_improvement
0.08
313.37
11.121978
6.72
782
6,299.958333
3,022
16.4
1
0
0
0
1
major_purchase
0.0768
112.29
10.714418
2
762
2,940
3,309
14.3
2
0
0
0
1
all_other
0.1095
98.15
10.308953
13.32
707
3,059.958333
7,099
36
0
0
0
0
1
all_other
0.0932
191.69
10.858999
12.48
742
3,420.958333
9,608
26.8
0
0
0
0
1
home_improvement
0.1126
328.64
10.434116
14.93
722
4,980
9,528
35.8
1
0
0
0
1
all_other
0.0932
223.63
10.596535
0.3
747
1,649.958333
1,127
11.7
0
0
0
0
1
debt_consolidation
0.0932
204.46
10.596635
24
737
5,430
30,540
54.3
0
0
0
0
1
all_other
0.1158
297.13
11.0021
15.72
732
1,680
23
0.1
1
0
0
0
1
debt_consolidation
0.1347
576.69
11.082143
7.03
687
2,880
18,053
40.6
2
0
0
0
1
debt_consolidation
0.08
206.82
10.596635
12.39
757
7,980
11,092
39.6
0
0
0
0
1
home_improvement
0.1635
254.37
11.314475
8.97
662
6,329.958333
10,085
33.5
3
0
0
0
1
debt_consolidation
0.1126
105.17
10.596535
0.72
797
4,949.958333
24
8
5
0
0
0
1
debt_consolidation
0.1316
159.57
9.680344
14.55
697
3,449.958333
8,085
93.5
0
0
0
0
1
debt_consolidation
0.1411
308.06
10.819858
8.21
672
3,449.958333
19,696
86.8
1
0
0
1
1
credit_card
0.0932
159.74
11.21182
14.43
742
4,590
1,082
32.8
0
0
0
0
1
all_other
0.1253
234.27
11.137504
6.2
722
4,139.958333
0
0
0
1
0
0
1
all_other
0.1095
147.22
10.621327
13.26
717
2,190
3,596
33
3
0
0
0
1
debt_consolidation
0.1316
506.56
11.127322
7.01
697
4,650
14,380
48.9
1
0
0
0
1
debt_consolidation
0.1311
506.18
11.350407
8.24
697
3,205.041667
10,670
82.7
0
0
0
0
1
credit_card
0.1411
684.58
11.184421
23.62
687
2,622.958333
30,738
76.8
0
0
0
0
1
home_improvement
0.1126
821.59
11.338572
7
772
7,170
6,024
39.9
3
0
0
1
1
debt_consolidation
0.1189
198.99
10.819778
9.77
697
4,590
15,377
50.6
1
0
0
0
1
credit_card
0.1158
184.88
11.082143
16.84
707
3,749.958333
31,983
58.3
0
0
0
0
1
small_business
0.1189
663.28
10.781037
10.55
792
5,022
53,287
0.2
5
0
0
1
1
all_other
0.1126
315.49
10.596535
23.52
717
3,359.958333
8,405
42.6
2
0
0
1
1
debt_consolidation
0.1379
306.68
11.0021
20.5
682
6,810
18,454
83.9
1
0
0
0
1
all_other
0.1095
327.14
11.350359
3.81
777
9,420
0
0
1
0
0
0
1
credit_card
0.1221
199.89
11.77529
15.14
687
13,140
1,000
71.4
2
3
0
0
1
debt_consolidation
0.1126
558.68
11.082204
4.41
762
6,570
1,878
7.2
0
0
0
0
1
educational
0.1442
221.77
10.341742
20.48
672
2,070
18,065
87.7
0
0
0
0
1
debt_consolidation
0.1284
487.46
10.545341
18.66
697
4,921.958333
13,168
76.6
1
0
0
0
1
credit_card
0.1189
530.63
11.127263
4.29
712
3,059.958333
10,601
75.7
2
0
0
0
1
all_other
0.1189
315.06
11.082143
13.85
707
2,190
10,468
52.3
1
0
0
0
1
debt_consolidation
0.1189
563.79
10.714418
19.44
722
3,660
9,583
38.5
3
0
0
0
1
credit_card
0.0963
96.29
10.990365
9.59
717
2,969.958333
3,221
10.1
1
2
0
0
1
educational
0.1126
591.54
11.956328
7.34
762
3,749.958333
70,526
14.3
1
0
0
0
1
educational
0.0932
151.75
9.740969
18.28
737
2,430
842
6.4
2
0
0
0
1
all_other
0.08
156.69
11.082143
3.77
752
4,230
8,946
44.1
1
0
0
0
1
debt_consolidation
0.1316
108.07
10.757903
11
672
3,900
3,371
48.2
1
0
0
1
1
all_other
0.0963
385.14
10.491274
15
752
5,880
20,328
38.1
0
0
0
1
1
educational
0.1253
117.14
10.491274
16.23
692
1,559.958333
3,146
40.3
2
0
0
0
1
small_business
0.1158
237.7
11.350407
0.41
757
4,770
1,533
16.3
2
0
0
0
1
credit_card
0.1474
189.96
11.50962
14.35
667
3,330
18,659
91
0
0
0
0
1
debt_consolidation
0.1158
330.14
11.03489
24.62
727
9,091
22,607
57.4
0
0
0
0
1
major_purchase
0.0932
143.77
11.526828
6.86
737
6,031.958333
2,061
5
0
1
0
0
1
debt_consolidation
0.16
351.58
10.491274
20.2
662
4,169.958333
25,274
93.6
0
0
0
0
1
all_other
0.08
188.02
10.596635
13.23
752
3,960
11,965
58.9
0
0
0
0
1
debt_consolidation
0.0932
319.47
10.07323
10.08
747
3,540
8,596
29.7
0
0
0
0
1
all_other
0.1221
133.26
9.272
13.54
747
1,289.958333
21
0.2
0
0
0
0
1
debt_consolidation
0.1411
444.98
11.066638
19.03
687
4,020
17,902
94.7
0
0
0
0
1
debt_consolidation
0.1126
394.36
11.445182
15.38
727
5,370
79,083
67.3
2
0
0
0
1
home_improvement
0.1158
132.06
10.896739
3.44
707
3,540
4,833
27.6
1
0
0
0
1
small_business
0.1632
346.08
10.819778
12.41
677
2,850
13,840
80.9
2
0
0
0
1
debt_consolidation
0.1189
596.96
11.373663
19.71
717
3,089.958333
25,525
58.4
0
0
0
0
1
debt_consolidation
0.0768
155.96
10.308953
7.72
777
8,250
14,263
21
0
0
0
0
1
home_improvement
0.1158
495.21
10.373491
4.8
762
2,369.958333
15,531
43.1
5
0
0
0
1
all_other
0.0932
287.53
11.561716
20.33
762
5,340
18,590
22.2
0
0
0
0
1
debt_consolidation
0.1095
327.14
12.345835
5.4
727
11,910
10,501
33
0
0
1
0
1
debt_consolidation
0.0963
449.32
11.599103
13.06
762
7,739.958333
46,017
9.4
3
1
0
0
1
all_other
0.1158
165.07
10.778956
0.38
747
3,510
536
7.8
3
0
0
0
1
credit_card
0.1284
201.71
10.463103
24.27
687
1,619.958333
6,088
40.3
1
0
0
0
1
all_other
0.0768
187.15
10.736397
16.43
777
3,839.958333
6,694
8.7
2
0
0
0
1
debt_consolidation
0.0963
465.37
11.233212
15.41
747
5,669.958333
5,270
27.6
0
0
0
0
1
home_improvement
0.1284
403.42
11.561716
9.77
687
5,048
2,670
33.4
2
0
0
0
1
debt_consolidation
0.1726
465.2
10.819778
16.08
662
3,180
27,431
83.1
1
0
0
0
1
all_other
0.1379
102.23
11.0021
2.18
697
8,766
5,824
64.7
1
1
0
0
1
debt_consolidation
0.1347
542.77
11.608272
21.82
687
5,015
64,362
47.7
0
0
0
0
1
all_other
0.0932
204.46
11.608236
0
802
7,260
3,006
6.8
0
0
0
0
1
debt_consolidation
0.1221
666.3
11.0021
23.44
717
4,949.958333
44,887
82.1
1
0
0
0
1
small_business
0.1126
315.49
10.915088
2.9
742
7,019.958333
7,832
75.3
3
0
0
0
1
home_improvement
0.1284
672.36
11.918391
10.18
707
6,629.958333
22,139
43.8
1
0
0
0
1
all_other
0.1284
188.27
10.308953
2.08
687
4,139.958333
3,859
38.6
3
0
0
1
1
small_business
0.1158
396.17
12.524526
8.2
717
7,469.958333
71,644
73.3
0
0
0
0
1
all_other
0.0932
159.74
10.203592
1.56
782
7,829.958333
1,303
23.7
0
0
0
0
1
major_purchase
0.1253
160.64
10.126631
12.53
692
2,850
19,939
69.7
2
0
0
0
1
debt_consolidation
0.1095
376.21
10.640269
20.42
737
3,119.958333
5,989
33.6
0
0
0
0
1
credit_card
0.08
250.69
10.915088
13.51
772
3,089.958333
8,507
13
2
0
0
0
1
all_other
0.0963
128.38
11.461632
7.87
722
7,890
5,961
13.4
2
1
0
0
1
all_other
0.1316
607.87
10.717746
18.82
692
1,979.958333
17,833
66.1
1
0
0
0
1
all_other
0.1316
236.4
10.505068
22.32
702
4,859.958333
15,394
95.8
1
0
0
0
1
all_other
0.0894
222.41
9.621788
12.17
757
4,470
6,103
34.5
2
0
0
1
1
debt_consolidation
0.1537
348.47
10.596635
24.21
662
1,728
13,212
71
1
0
0
0
1
educational
0.1189
66.33
10.068451
1.27
702
2,884
1,610
19.9
2
0
1
1
1
home_improvement
0.1442
82.52
12.078239
9.69
662
7,680
85,359
72
0
1
0
0
1
educational
0.08
75.21
10.896739
12.42
747
3,059.958333
3,501
7.6
1
0
0
0
1
educational
0.08
31.34
10.308953
9.04
742
3,449.958333
1,928
7.4
2
0
0
0
1
home_improvement
0.1316
506.56
12.388394
0.94
742
8,459.958333
15,083
45.7
2
0
0
0
1
credit_card
0.1379
224.9
10.571317
23.19
667
2,279.958333
8,799
55.1
0
0
0
0
1
home_improvement
0.0932
89.46
11.0021
10.1
782
5,613.958333
3,185
2.9
1
0
0
0
1
small_business
0.1316
151.97
10.968198
2.13
692
2,040
4,824
38.3
0
0
0
0
1
all_other
0.1316
135.09
10.714418
20.64
692
1,440
13,708
76.6
1
0
0
0
1
all_other
0.1189
198.99
9.998798
14.73
712
1,619.958333
3,001
53.6
1
0
0
0
1
debt_consolidation
0.1158
759.31
11.195471
6.38
752
5,309.958333
25,051
30.1
0
0
0
0
1
major_purchase
0.1189
497.46
11.124317
10.69
717
2,880
9,111
27.4
2
0
0
0
1
debt_consolidation
0.1347
508.84
11.217534
11.24
687
3,270
7,432
53.9
0
0
0
0
1
debt_consolidation
0.1568
189.01
10.941305
20.87
677
4,050
10,249
96.7
0
0
0
0
1
small_business
0.1411
205.38
11.512925
2.48
667
2,999.958333
4,148
54.6
2
0
0
0
1
debt_consolidation
0.1158
726.3
11.350407
19.82
742
5,790
36,112
71.2
3
0
0
0
1
home_improvement
0.1568
533.78
11.021902
10.98
717
9,870
27,174
39.3
1
0
0
1