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
major_purchase
0.0894
317.72
10.878047
13.09
737
2,280.041667
3,706
11.2
1
0
0
0
1
debt_consolidation
0.1322
253.51
11.522876
22.22
687
6,840
33,465
89.3
2
0
0
0
1
debt_consolidation
0.1114
32.81
9.169518
4.38
747
1,260.041667
486
21
0
0
0
0
1
debt_consolidation
0.1148
501.13
10.778956
24.13
757
8,043
6,212
49.7
2
0
0
0
1
debt_consolidation
0.0859
316.11
10.95961
8.31
757
8,430.041667
20,627
21.9
0
0
0
0
1
debt_consolidation
0.1496
259.84
10.134599
5.38
687
1,140.041667
5,385
58.5
1
0
0
0
1
all_other
0.1426
411.67
10.385914
5.33
692
1,288.041667
5,917
61
3
0
0
0
1
debt_consolidation
0.1774
144.09
10.714418
14.04
667
3,264
3,082
99.4
0
0
0
0
1
all_other
0.0894
540.12
11.695247
2.19
777
4,020
63,646
9.8
1
0
0
0
1
debt_consolidation
0.1218
807.53
11.579883
17.65
742
9,360
81,940
35.3
0
0
0
0
1
debt_consolidation
0.1114
278.83
10.257659
24.63
727
8,010
9,193
28.5
0
0
0
0
1
small_business
0.1496
866.13
11.431715
0.47
772
4,410.041667
3,910
6.5
3
0
0
0
1
debt_consolidation
0.0894
324.07
10.915088
8.47
737
5,730
13,041
39
1
0
0
0
1
credit_card
0.1114
472.38
12.206073
9.68
737
7,627
29,411
59.3
3
0
0
0
1
small_business
0.1531
678.9
11.407565
15.89
792
16,350
34,039
1.6
4
0
0
0
1
debt_consolidation
0.0774
109.27
11.082143
9.42
742
2,790
2,087
9.8
0
0
0
0
1
debt_consolidation
0.1392
136.55
10.714418
15.76
672
5,130
4,007
54.9
1
0
0
0
1
debt_consolidation
0.1114
367.4
10.463103
10.8
732
3,810.041667
10,631
36.9
3
0
0
1
1
all_other
0.1253
240.96
10.621327
13.61
722
2,670.041667
8,250
93.7
2
0
0
0
1
credit_card
0.1183
397.61
10.714418
20.69
737
3,420.041667
9,078
68.8
0
0
0
0
1
credit_card
0.1183
99.41
10.968198
19.31
697
6,450
13,660
79
1
0
0
0
1
credit_card
0.1253
585.67
10.524924
20.85
722
4,953.041667
15,859
78.6
0
0
0
0
1
credit_card
0.1114
196.83
10.596635
24.1
717
4,740
4,136
52.4
0
0
0
0
1
small_business
0.167
532.53
11.005843
2.11
742
1,261.041667
4,949
0
1
0
0
1
1
all_other
0.0894
103.26
10.714418
6.13
747
2,043.041667
4,708
43.2
1
0
0
1
1
debt_consolidation
0.1218
199.8
10.085809
9.65
747
3,690.041667
3,380
31.9
4
0
0
1
1
debt_consolidation
0.1385
818.5
10.668955
13.7
722
9,600.041667
12,606
88.2
0
0
0
0
1
all_other
0.0774
93.66
10.085809
24.55
742
5,220.041667
20,594
38.3
0
0
0
0
1
home_improvement
0.1114
393.65
11.429544
12.52
752
4,920.041667
25,245
53.3
4
0
0
0
1
debt_consolidation
0.1357
305.72
10.413313
11.14
682
3,930
3,279
41
0
0
0
0
1
all_other
0.1426
102.92
9.729134
12.21
672
3,660
1,772
73.8
0
0
0
0
1
small_business
0.167
168.64
10.348173
18.27
687
1,633.041667
14,940
40.8
0
0
0
1
1
home_improvement
0.0894
305.01
11.225243
18.19
742
4,981
11,361
35
2
1
0
0
1
debt_consolidation
0.1531
348.16
10.428216
15.02
667
2,370.041667
8,556
44.3
1
0
0
0
1
credit_card
0.0894
476.58
11.532728
7.31
797
7,260
19,412
32.5
0
0
0
0
1
credit_card
0.1426
483.72
10.858999
20.91
722
6,360.041667
42,613
98.4
1
0
0
1
1
debt_consolidation
0.0894
158.86
10.341742
16.41
727
3,330.041667
1,877
10.3
1
0
0
0
1
credit_card
0.1426
274.45
11.156251
18.48
672
6,540
7,862
71.5
0
0
0
0
1
debt_consolidation
0.0859
173.86
10.915088
14.97
742
6,990.041667
11,484
12.5
0
1
0
0
1
debt_consolidation
0.1322
676.02
10.819778
10.44
712
5,520
22,576
82.7
3
0
0
0
1
debt_consolidation
0.1218
666
11.018629
12.96
727
4,774.041667
28,404
74.7
1
0
0
0
1
home_improvement
0.1287
282.52
11.751942
16.36
687
3,540
26,040
60.8
1
0
0
0
1
all_other
0.1253
502
11.020267
16.56
712
2,190
8,109
59.6
0
0
0
0
1
debt_consolidation
0.1357
441.6
10.428216
21.76
692
6,780.041667
24,127
70.5
3
0
0
0
1
major_purchase
0.1531
389.94
10.669141
21.85
667
2,779.041667
10,677
55
1
0
0
0
1
debt_consolidation
0.1322
540.81
11.112664
11.94
702
5,040
13,264
62.3
1
0
0
0
1
major_purchase
0.1322
331.25
10.981897
5.88
687
2,675.041667
9,972
35.9
3
0
1
0
1
educational
0.1148
280.24
9.862666
14.06
717
2,850
3,317
62.6
0
0
0
0
1
debt_consolidation
0.0859
221.28
11.512925
11.18
737
6,420.041667
73,196
16.6
2
0
0
0
1
debt_consolidation
0.1531
334.23
10.839581
5.81
662
1,920.041667
3,125
32.6
0
2
0
0
1
major_purchase
0.074
124.24
10.491274
10.43
777
3,450.041667
2,063
12.1
0
0
0
0
1
credit_card
0.1461
86.19
11.082141
15.23
662
3,990
4,763
78.1
2
0
1
0
1
debt_consolidation
0.1531
557.05
11.156251
20.64
677
1,800
11,725
54.8
1
0
0
1
1
major_purchase
0.0859
221.28
10.915088
6.09
757
3,667
4,360
29.3
0
0
0
0
1
debt_consolidation
0.1565
699.73
10.95954
4.88
682
3,150.041667
8,436
87.9
0
0
0
0
1
debt_consolidation
0.1426
205.84
11.219467
14.05
667
9,240.041667
3,407
48.7
2
5
0
0
1
debt_consolidation
0.16
506.27
11.319389
12.74
662
4,710
35,174
69.4
3
0
0
0
1
small_business
0.1947
184.49
11.695247
9.35
707
4,260
2,379
40.3
1
0
0
0
1
debt_consolidation
0.1148
329.69
10.741946
9.75
717
4,500.041667
8,368
66.9
1
0
0
0
1
debt_consolidation
0.1253
502
10.463103
12.03
707
4,680
11,197
53.3
0
0
1
0
1
all_other
0.0859
94.84
11.254802
15.92
727
4,290
16,116
67.7
2
0
0
0
1
debt_consolidation
0.1392
477.92
11.21182
21.91
682
7,000.041667
14,200
42.8
1
2
0
0
1
all_other
0.1148
395.63
11.695247
1.01
772
3,570
1,957
12.1
1
0
0
0
1
debt_consolidation
0.1218
176.49
11.012248
20.73
697
4,440.041667
13,313
31.3
0
0
0
0
1
all_other
0.1878
803.99
10.555813
9.69
662
1,290.041667
12,863
37.9
1
0
0
0
1
debt_consolidation
0.1426
754.73
11.0021
21.34
702
3,360.041667
35,236
69.1
2
0
0
0
1
debt_consolidation
0.1183
157.39
10.491274
21.8
702
2,130
28,450
75.7
2
0
0
0
1
all_other
0.1183
331.34
10.762382
9.66
792
9,990.041667
444
0.9
3
0
0
0
1
debt_consolidation
0.1253
381.52
10.950807
13.64
702
3,780.041667
18,252
60.8
1
0
0
0
1
home_improvement
0.1253
811.56
12.323856
12.7
727
9,000
121,563
26.6
1
0
0
0
1
all_other
0.1287
50.45
11.0021
8.52
677
8,820.041667
1,506
37.6
0
2
0
0
1
credit_card
0.1183
99.41
11.326596
11.71
697
7,920
17,900
64.9
1
0
0
0
1
home_improvement
0.1253
585.67
11.21182
23.35
727
5,820
13,042
52.2
0
0
0
0
1
credit_card
0.1496
242.52
11.264464
2.64
667
3,660
54,727
89.2
0
0
0
0
1
debt_consolidation
0.074
46.59
10.545341
0.69
747
2,640.041667
1,125
16.5
1
0
0
0
1
major_purchase
0.074
93.18
10.126631
6.91
752
2,250.041667
446
17.2
0
0
0
0
1
credit_card
0.1183
497.01
10.645425
14.2
727
6,841
10,894
39.6
0
0
1
0
1
debt_consolidation
0.1287
252.25
10.645425
8.31
687
3,000.041667
8,091
30.9
1
0
0
0
1
debt_consolidation
0.1148
197.82
10.463103
15.67
717
11,160.04167
6,433
48.7
1
0
0
0
1
major_purchase
0.0859
237.08
11.082143
19.88
767
4,440.041667
5,720
11
0
0
0
0
1
debt_consolidation
0.1878
913.63
11.461632
18.18
667
5,160
15,109
77.9
1
0
0
0
1
credit_card
0.1253
93.71
10.778956
23.23
682
4,770
30,423
66.3
1
0
1
0
1
debt_consolidation
0.1148
791.25
11.512925
12.68
792
6,780.041667
23,092
25.7
0
0
0
0
1
all_other
0.1148
329.69
10.709874
14.79
727
3,030.041667
16,077
54.9
0
0
0
0
1
debt_consolidation
0.1496
291.02
10.396902
13.92
667
5,370
9,713
63.5
1
1
0
0
1
credit_card
0.1392
751.02
11.225243
23.92
707
4,699
13,236
61.3
0
0
0
0
1
all_other
0.1114
164.02
10.085809
3.3
717
1,860.041667
1,124
9.7
1
0
0
0
1
debt_consolidation
0.0859
189.67
11.289782
22.52
742
5,310.041667
3,676
10.2
1
0
0
0
1
debt_consolidation
0.1218
807.53
11.0021
21.9
742
8,617.041667
100,842
34.4
1
0
0
0
1
all_other
0.1287
336.34
10.799494
21.97
697
4,560.041667
22,259
66.8
0
0
0
0
1
debt_consolidation
0.1357
101.91
11.156251
5.69
672
6,770.041667
3,275
21
1
3
0
0
1
debt_consolidation
0.1025
442.06
10.731166
13.98
727
4,813
22,837
79.3
0
0
0
0
1
credit_card
0.1025
518.16
11.184421
4.93
752
5,909
3,252
25
1
0
0
0
1
debt_consolidation
0.1099
695.63
10.759009
17.93
722
3,181.041667
26,636
61.6
1
0
0
0
1
debt_consolidation
0.1114
518.3
11.512925
21.88
747
4,620
29,860
47.6
0
0
0
0
1
debt_consolidation
0.1183
803.5
12.031719
11.42
762
5,343.041667
55,622
39.5
0
0
0
0
1
debt_consolidation
0.0894
444.81
11.695247
15.8
762
4,770
60,767
80.4
0
0
0
0
1
debt_consolidation
0.1287
403.6
10.373491
21.68
737
4,559.041667
7,370
85.7
1
0
0
1
1
all_other
0.1809
253.37
10.621327
7.52
692
2,430
8,959
97.4
1
0
0
0
1
debt_consolidation
0.1253
167.34
10.526749
21.49
707
4,590.041667
0
0
0
0
0
1