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
0.1316
607.87
11.385092
8.71
697
4,199.958333
15,008
44.8
0
1
0
0
1
debt_consolidation
0.1347
508.84
11.127263
10.69
692
1,710
14,045
85.6
1
0
0
0
1
all_other
0.08
156.69
10.896739
20.6
762
4,290
5,388
26.9
0
0
0
0
1
all_other
0.1218
279.72
10.552369
14.05
707
3,929.958333
490
9.6
2
0
0
0
1
debt_consolidation
0.1189
636.75
11.396392
12.09
727
4,829.958333
12,982
32.1
1
0
0
0
1
major_purchase
0.1253
180.72
11.156251
6.65
687
3,660
9,785
59.3
1
0
0
0
1
educational
0.1095
523.42
11.39315
3.68
752
4,096
3,327
10.7
0
0
0
1
1
home_improvement
0.0932
319.47
11.453016
12.29
782
7,236
0
0
0
0
0
0
1
all_other
0.1253
133.87
11.119349
11.92
682
10,890
33,115
55.6
1
0
0
1
1
small_business
0.0932
111.82
9.862666
7.25
767
9,662.958333
4,160
40.8
0
0
0
0
1
debt_consolidation
0.1347
169.62
10.463903
24.94
677
4,979.958333
13,147
78.3
0
0
0
0
1
major_purchase
0.08
300.83
11.695247
5.93
777
5,850
5,981
14.5
1
0
0
0
1
debt_consolidation
0.1607
457.52
10.95954
23.85
662
3,240
8,373
57
0
1
0
1
1
small_business
0.2011
623.4
11.45105
5.36
667
4,169.958333
5,848
24.3
3
3
0
1
1
debt_consolidation
0.1284
262.22
11.184421
16.77
697
5,850
13,835
87.9
0
0
0
0
1
all_other
0.1316
182.36
10.834174
5.49
687
1,979.958333
1,158
27.6
1
1
0
0
1
debt_consolidation
0.1411
855.73
11.407565
11.67
707
4,109.958333
17,958
55.3
0
0
0
0
1
all_other
0.0932
95.85
10.819778
8.33
732
6,930
14,161
46.9
0
0
0
0
1
credit_card
0.1821
319.08
11.207758
21.85
672
4,680
24,471
74.5
2
0
0
0
1
small_business
0.08
156.69
10.714418
17.84
772
6,240
5,392
9.4
4
0
0
0
1
home_improvement
0.1126
821.59
12.487485
5.53
787
10,860
3,131
8.9
2
0
0
0
1
all_other
0.1218
333
11.0021
24.7
712
2,217
17,809
46.4
1
0
0
0
1
home_improvement
0.1158
165.07
11.082204
12.42
707
5,969.958333
0
7.28
2
1
0
0
1
credit_card
0.1411
239.61
12.345835
7.57
662
4,080
5,086
57.8
1
0
1
1
1
all_other
0.1474
103.62
10.621327
16.77
662
2,729.958333
6,241
90.4
0
0
0
0
1
all_other
0.1284
302.57
11.21182
19.09
692
2,789.958333
24,401
88.4
0
0
0
0
1
debt_consolidation
0.1379
211.27
10.596535
9
682
5,400
4,480
81.5
3
0
0
0
1
debt_consolidation
0.1095
98.15
10.404263
7.42
712
5,562
6,630
39.2
3
0
0
0
1
home_improvement
0.1284
63.88
10.443484
23.29
672
3,000
24,209
54.9
2
0
0
0
1
all_other
0.1095
245.36
11.082143
11.65
742
11,039.95833
62,466
58.8
4
0
0
0
1
all_other
0.08
94.01
9.903488
13.56
747
2,022.958333
7,783
17.7
1
0
0
0
1
debt_consolidation
0.0932
95.85
12.323856
11.77
732
6,029.958333
12,176
36.1
1
0
0
0
1
all_other
0.0963
154.06
10.239817
7.67
732
2,190
6,246
54.8
2
0
0
1
1
all_other
0.1442
51.58
11.0021
20
697
4,380
23,187
99.1
2
0
0
0
1
debt_consolidation
0.08
188.02
10.596535
14.58
767
5,309.958333
3,812
16.8
0
0
0
0
1
all_other
0.0963
57.77
10.596535
8.52
727
1,772
733
30.4
1
0
0
0
1
small_business
0.179
902.5
11.350407
4.93
722
3,749.958333
2,036
10.1
2
0
1
1
1
debt_consolidation
0.1158
165.07
11.350407
18.48
702
3,809.958333
2,591
74
1
1
0
0
1
educational
0.1284
282.4
11.45105
22.54
682
3,990
65,621
81.5
1
0
0
1
1
educational
0.1126
164.32
11.074421
7.72
717
5,699.958333
1,460
38.4
2
0
0
0
1
debt_consolidation
0.0963
128.38
11.338572
8.6
732
2,039.958333
3,275
14.7
0
0
0
0
1
all_other
0.0963
385.14
11.225243
9.12
747
2,759.958333
5,212
8.4
2
0
0
0
1
home_improvement
0.1158
396.17
11.21182
4.3
717
8,460
12,293
20.6
1
1
0
0
1
home_improvement
0.08
188.02
11.289832
7.41
807
6,630
1,112
1.2
1
0
0
0
1
all_other
0.1114
328.04
9.980449
8.28
727
2,031.958333
4,328
10.3
2
0
0
0
1
educational
0.16
421.89
10.778956
13.26
667
1,710
2,626
61.1
3
0
0
0
1
all_other
0.0932
118.21
9.615805
5.52
742
2,429.958333
0
0
0
0
0
0
1
all_other
0.1411
410.75
11.042858
15.55
677
2,250
4,450
37.1
1
0
0
0
1
debt_consolidation
0.1347
237.46
10.896739
17.69
672
2,100
6,062
55.6
0
0
0
0
1
debt_consolidation
0.1347
305.31
11.686879
22.61
682
7,230
75,723
92.9
2
0
0
0
1
debt_consolidation
0.0963
205.41
11.492723
16.44
742
5,460
14,001
34.7
4
0
0
0
1
debt_consolidation
0.1347
576.69
10.67533
13.03
697
4,595.958333
17,088
73.7
2
0
0
0
1
credit_card
0.0932
319.47
11.112388
3.33
797
4,800
0
0
0
0
0
0
1
debt_consolidation
0.0963
346.62
10.463103
8.85
732
3,149.958333
10,935
52.1
0
0
0
1
1
debt_consolidation
0.1379
681.51
11.542484
19.76
692
6,960
22,512
65.2
0
0
0
0
1
all_other
0.1189
33.17
11.373663
5.57
697
8,519.958333
5,742
55.2
0
1
0
0
1
all_other
0.1158
165.07
10.518673
7.36
762
2,250
0
0
1
0
0
0
1
debt_consolidation
0.0932
191.69
10.463103
7.85
737
3,210
9,432
47.2
2
0
0
0
1
debt_consolidation
0.1632
176.57
11.156251
16.75
662
1,560
3,901
95.1
0
0
0
0
1
all_other
0.1287
538.14
10.545341
22.34
722
3,965.958333
0
0
0
0
0
0
1
all_other
0.1347
678.46
10.839581
17.46
697
2,850
8,467
26.7
1
0
0
0
1
debt_consolidation
0.1284
285.76
10.819778
24.43
732
9,349.958333
8,359
91.9
1
0
0
0
1
debt_consolidation
0.1442
481.36
10.668955
7.67
672
4,380
7,106
67.7
0
0
0
0
1
credit_card
0.1379
374.84
10.691945
14.97
692
1,620.958333
9,900
60
1
0
0
0
1
all_other
0.0932
319.47
10.736397
20.92
767
4,692
24,523
37.9
0
0
0
0
1
debt_consolidation
0.1347
339.23
11.373663
22.65
692
10,439.95833
14,943
54.3
0
1
0
0
1
debt_consolidation
0.0932
95.85
10.297757
13.91
757
3,540
0
0
1
0
0
0
1
all_other
0.1253
167.34
10.915088
7.53
717
3,240
2,196
39.9
1
0
0
0
1
major_purchase
0.1095
386.03
10.463103
1.99
762
3,540
5,234
11.4
3
0
0
0
1
major_purchase
0.08
235.03
11.904941
0.92
802
9,299.958333
7,914
6.5
1
0
0
0
1
debt_consolidation
0.1695
320.65
12.375815
11.67
667
3,869.958333
22,353
99.3
0
0
1
1
1
small_business
0.1126
394.36
10.968198
6.33
782
3,631
157
0.6
0
0
0
0
1
small_business
0.1758
122.21
10.968129
7.35
697
1,679.958333
4,596
51.6
0
0
0
0
1
all_other
0.1316
33.78
10.645425
19.63
672
3,869.958333
11,189
86.7
2
1
0
0
1
educational
0.1189
39.8
9.472705
24.09
707
1,387
772
25.7
0
0
0
0
1
debt_consolidation
0.1347
529.2
10.878047
18.66
697
3,119.958333
13,514
92.6
2
0
0
0
1
all_other
0.1347
203.54
10.341742
20.25
702
1,199.958333
2,314
32.1
1
0
0
0
1
debt_consolidation
0.1253
53.55
10.126631
2.98
712
1,113
3,375
51.1
0
0
0
0
1
debt_consolidation
0.1568
322.02
10.819778
12.98
662
5,160
16,651
63.3
0
0
0
0
1
debt_consolidation
0.1126
402.58
11.612771
9.38
747
5,669.958333
39,833
86.1
1
0
0
0
1
debt_consolidation
0.1158
363.15
11.373663
9.32
722
3,749.958333
19,827
90.9
0
0
0
0
1
credit_card
0.0932
319.47
12.20106
8.36
802
11,685
144,723
3.3
0
0
0
0
1
debt_consolidation
0.1253
167.34
10.545341
19.14
682
2,220
19,876
77
0
0
0
0
1
credit_card
0.0963
224.66
10.714418
24.59
727
4,469.958333
10,082
56.3
0
0
0
0
1
small_business
0.1158
198.09
9.798127
18.07
707
1,770
10,040
32.1
0
0
0
0
1
all_other
0.1253
133.87
10.757988
1.07
732
1,140
1,332
19.9
0
0
0
0
1
debt_consolidation
0.1126
328.64
10.819778
12.24
722
4,984.958333
14,483
36.5
1
0
0
0
1
all_other
0.1126
328.64
11.373663
10.41
747
3,900.958333
14,406
37.1
3
0
0
0
1
small_business
0.1663
886.75
11.67844
2.84
742
6,749.958333
6,835
13.2
1
0
0
1
1
small_business
0.1884
914.42
11.736069
19.3
707
6,809.958333
26,339
49
2
0
0
0
1
debt_consolidation
0.0768
93.58
11.156251
8.78
762
3,630
2,211
6.2
0
0
0
0
1
credit_card
0.0932
76.68
10.596635
9
737
2,610
10,379
69.2
0
0
0
0
1
all_other
0.1189
132.66
10.896739
12.91
692
4,290
24,671
66
1
1
0
0
1
debt_consolidation
0.1411
684.58
11.891307
13.1
692
5,370
0
0
1
0
0
0
1
debt_consolidation
0.1253
669.33
10.596635
17.76
722
3,267
18,658
66.9
0
0
0
0
1
credit_card
0.08
108.11
10.275051
21.6
737
6,809.958333
22,245
44.5
1
0
0
0
1
major_purchase
0.1505
208.15
11.077022
11.58
717
4,529.958333
5,518
98.3
0
0
0
0
1
all_other
0.0963
96.29
11.338572
16.86
717
7,350
31,089
78.1
1
0
0
0
1
debt_consolidation
0.0932
191.69
11.153103
4.06
747
2,250
5,307
12.8
1
0
0
0
1
credit_card
0.1221
453.09
11.156251
22.18
712
3,990
34,560
84.9
2
0
0
0