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
0.0894
381.26
10.944259
7.42
757
3,509.958333
7,141
24.3
0
0
0
0
1
credit_card
0.0859
316.11
11.373663
2.62
752
3,602
10,045
33.4
1
0
0
0
1
debt_consolidation
0.1253
441.76
10.74927
7.98
712
7,229.958333
10,683
70.3
1
0
0
0
1
debt_consolidation
0.1253
401.6
11.0021
19.32
717
3,600
14,855
82.1
1
0
0
1
1
debt_consolidation
0.1287
538.14
10.858999
12.48
712
4,320
15,499
74.9
0
0
0
0
1
home_improvement
0.0894
285.95
10.896739
9.38
742
7,529.958333
59,968
74.6
1
0
0
0
1
debt_consolidation
0.1183
530.15
10.626096
10.75
727
3,209.958333
16,849
39.8
2
0
0
0
1
home_improvement
0.1357
679.37
11.512925
18.81
747
3,630
0
0
6
0
0
0
1
debt_consolidation
0.1183
198.81
10.126471
20.65
717
2,373.958333
0
0
3
0
0
0
1
all_other
0.0774
62.44
10.839581
6.45
752
3,479.958333
0
0
3
0
0
0
1
major_purchase
0.0774
308.29
10.915016
9.01
782
7,199.958333
9,040
12.8
0
0
0
0
1
home_improvement
0.1183
119.29
11.703546
15.14
702
7,529.958333
25,998
74.6
1
0
0
0
1
debt_consolidation
0.0894
349.49
10.668955
11
742
8,879.958333
2,140
5.4
0
1
0
0
1
all_other
0.1531
233.27
10.225571
3.78
667
3,300
4,200
56
1
0
0
0
1
debt_consolidation
0.1426
686.12
11.598194
13.43
702
6,449.958333
30,497
93.8
0
0
1
1
1
debt_consolidation
0.1461
260.29
9.967588
17.61
687
3,209.958333
10,948
96.9
0
0
0
0
1
all_other
0.1218
166.5
11.119883
14.99
697
3,874.958333
1,461
23.2
1
1
1
0
1
home_improvement
0.1114
393.65
11.350407
6.58
752
5,880
0
0
0
0
0
0
1
all_other
0.0859
189.67
10.858999
21.6
732
3,240
10,813
14.9
2
0
0
0
1
debt_consolidation
0.1635
706.59
11.495169
9.19
677
3,600
12,129
83.1
0
0
0
0
1
credit_card
0.1392
163.86
10.933107
8.78
702
3,842.958333
4,645
96.8
2
0
0
0
1
credit_card
0.1322
338.01
10.778956
22.43
687
2,190
5,082
37.6
0
0
0
0
1
credit_card
0.0894
330.43
10.518673
8.37
737
5,190
24,416
36.7
0
0
0
0
1
educational
0.1114
164.02
10.308953
10.32
732
1,530
2,350
7.9
1
0
0
0
1
credit_card
0.1114
328.04
10.166006
6.55
732
2,580
9,027
37.6
1
0
0
0
1
all_other
0.0894
311.37
11.225243
2.85
762
4,200.958333
8,922
40.6
1
0
0
0
1
debt_consolidation
0.0894
266.89
10.915088
6.52
737
2,819.958333
7,883
45.6
0
0
0
0
1
debt_consolidation
0.1114
368.22
10.889118
8.89
732
3,600
13,243
68.2
2
0
0
0
1
credit_card
0.0859
347.72
10.165852
16.06
767
7,532.958333
12,706
22.4
0
0
0
0
1
debt_consolidation
0.1148
131.88
10.718941
21.48
742
3,708
2,529
11.7
1
0
0
0
1
major_purchase
0.1114
82.01
10.913706
6.34
722
4,649.958333
1,882
11.3
0
0
0
0
1
debt_consolidation
0.16
527.36
10.668862
15.57
667
4,051
16,430
80.1
2
0
0
0
1
debt_consolidation
0.1148
659.37
10.8386
9.19
762
4,350
14,818
26.3
0
0
0
0
1
debt_consolidation
0.1183
424.12
10.463103
11.66
717
4,110
13,608
49.1
3
0
0
0
1
credit_card
0.0894
170.78
11.848776
15.13
727
9,120
74,809
58.7
0
0
0
0
1
credit_card
0.1218
199.8
10.714418
14.43
702
4,770
8,978
88
2
0
0
0
1
debt_consolidation
0.1635
565.27
11.289782
9.63
692
3,270
17,199
98.3
1
0
0
0
1
all_other
0.1218
49.95
9.798127
14.4
687
4,619.958333
7,994
62.9
0
0
0
1
1
debt_consolidation
0.1635
367.43
10.463218
17.45
662
2,339.958333
13,373
86.8
1
0
0
0
1
debt_consolidation
0.1392
170.69
11.198215
21.68
672
4,320
38,436
84.7
0
0
0
1
1
all_other
0.0859
205.47
11.332602
11.48
737
2,190
1,653
6.6
1
0
0
0
1
small_business
0.1843
188.22
10.126631
20.64
662
3,780
16,177
67.6
2
0
0
0
1
educational
0.0859
110.64
9.472397
0
727
6,540
11,717
32.6
2
0
0
1
1
credit_card
0.1704
356.75
11.695247
10.67
662
2,039.958333
15,575
97.3
0
0
0
0
1
debt_consolidation
0.1461
689.51
11.338572
15.8
682
3,899.958333
68,723
30.6
2
0
0
0
1
debt_consolidation
0.1357
366.86
10.736397
2.77
717
2,221
5,911
15.3
1
0
0
1
1
major_purchase
0.0774
156.1
10.933178
5.12
777
4,830
33,215
65.1
2
0
0
0
1
debt_consolidation
0.1253
301.2
10.596635
14.46
692
3,630
11,786
42.2
0
0
0
0
1
all_other
0.1426
41.17
10.819778
14.54
672
3,179.958333
16,653
94.1
2
0
0
0
1
all_other
0.1426
411.67
10.645425
1.34
687
5,279.958333
4,611
36.9
1
1
0
0
1
all_other
0.1357
509.53
11.027963
15.42
712
2,849.958333
6,724
27.1
0
0
0
0
1
credit_card
0.1183
106.03
10.910186
20.96
702
3,630
16,948
83.5
0
0
0
0
1
all_other
0.074
93.18
10.778956
2.8
762
14,039.95833
3,771
14.7
0
0
0
0
1
major_purchase
0.0894
47.66
10.341742
8.52
717
3,960
1,649
6
0
0
0
0
1
all_other
0.074
62.12
11.156251
18.31
762
5,729.958333
31,305
46.8
1
0
0
0
1
debt_consolidation
0.0894
285.95
10.834864
21.49
737
2,910
2,695
38.5
1
0
0
0
1
debt_consolidation
0.1114
246.03
10.308953
17.52
722
2,819.958333
2,639
21.3
2
0
0
0
1
debt_consolidation
0.1322
546.73
11.066638
10.13
707
7,080
12,247
45.5
1
0
0
0
1
home_improvement
0.1322
270.41
11.264464
14.66
682
3,960
2,135
41.9
2
0
0
0
1
debt_consolidation
0.0859
145.41
10.858922
11.91
737
4,140
4,429
15.6
1
0
0
0
1
small_business
0.1843
545.55
10.463103
8.78
677
8,279.958333
479
20
1
3
0
0
1
debt_consolidation
0.1322
676.02
11.244575
17.36
707
3,960
991
34.2
1
0
0
0
1
all_other
0.0894
305.01
11.350407
12.01
742
5,039.958333
47,474
56.1
0
0
0
1
1
debt_consolidation
0.1183
165.67
11.642198
13.63
707
3,690
56,128
84.4
0
0
0
0
1
debt_consolidation
0.0894
476.58
11.039396
7.78
792
7,118.958333
13,316
33.3
1
0
0
0
1
all_other
0.1183
33.14
10.839581
16.8
707
5,101
8,035
37.9
3
0
0
0
1
debt_consolidation
0.1253
401.6
11.264464
18.89
702
6,930
15,074
59.6
0
0
0
0
1
debt_consolidation
0.1287
437.24
10.668955
14.93
717
4,410
49
3.3
2
0
0
0
1
all_other
0.0774
93.66
11.626218
15.26
737
10,680
32,380
64.2
2
0
0
0
1
debt_consolidation
0.1183
662.68
11.184421
13.8
747
4,229.958333
15,968
28.6
4
0
0
0
1
major_purchase
0.1183
497.01
12.358794
8.53
727
4,920.958333
23,474
38.1
1
0
0
0
1
debt_consolidation
0.0894
317.72
11.03489
14.37
757
1,950
1,176
4.5
0
0
0
0
1
debt_consolidation
0.1253
669.33
10.47345
16.97
727
3,149.958333
20,708
54.6
0
0
0
0
1
home_improvement
0.074
68.33
10.968198
1.43
772
5,490
441
2.8
2
0
0
0
1
debt_consolidation
0.1357
271.75
11.795394
17.68
682
11,340
55,045
85.2
0
1
0
0
1
all_other
0.1426
68.62
10.313044
15.38
662
2,819.958333
3,759
80
0
1
0
0
1
all_other
0.16
123.06
10.203592
8.89
677
2,009.958333
5,869
99.5
0
0
0
0
1
credit_card
0.1183
662.68
11.338572
15.91
767
5,406.958333
12,870
12.1
4
0
0
0
1
debt_consolidation
0.0859
126.45
10.085809
21.85
737
2,250
1,733
10.9
1
0
0
0
1
small_business
0.1913
73.45
10.819778
17.28
677
3,996
11,132
98.5
1
1
0
1
1
debt_consolidation
0.0894
317.72
10.915088
19.75
742
9,031.958333
12,377
39.7
3
0
0
0
1
all_other
0.0894
508.35
11.695247
23.1
782
6,389.958333
78,633
31.7
1
0
0
0
1
home_improvement
0.0859
158.06
12.4292
6.29
737
6,484.958333
8,101
70.4
2
0
0
0
1
all_other
0.1114
216.51
10.601622
2.87
727
1,679.958333
8,164
21.1
2
0
0
0
1
debt_consolidation
0.0894
428.13
11.245046
18.7
747
5,639.958333
33,660
45
0
0
0
0
1
debt_consolidation
0.1322
507.01
10.819778
13.42
692
2,369.958333
14,956
70.1
2
0
0
0
1
debt_consolidation
0.1392
682.74
11.350407
11.55
697
5,220
17,250
78.3
2
1
0
0
1
debt_consolidation
0.1496
207.87
10.858999
15.65
662
5,461
1,824
67.6
0
2
0
0
1
credit_card
0.1148
296.72
10.714418
18.93
717
5,039.958333
14,576
72.2
0
0
0
0
1
all_other
0.0894
381.26
11.0021
15.86
792
8,100
498
0.4
0
0
0
0
1
all_other
0.1392
273.1
11.225243
19.87
677
8,160
16,410
37.2
0
1
1
0
1
major_purchase
0.1114
262.43
9.968339
17.71
772
2,160
954
14.7
4
0
0
1
1
home_improvement
0.1322
108.17
11.407565
12.08
677
13,500
7,479
82.9
2
0
0
0
1
all_other
0.0859
151.73
10.858999
4.41
767
5,250
115
0.5
2
0
0
0
1
all_other
0.1357
203.82
10.968129
9.37
692
1,410
902
20
1
0
0
0
1
all_other
0.0859
316.11
10.491274
16
752
5,190
11,185
24.9
1
0
0
0
1
debt_consolidation
0.1496
110.87
10.95954
20.43
672
5,130
6,552
95.4
1
1
0
0
1
credit_card
0.1426
130.37
11.589887
13.75
667
6,240
8,413
75.1
3
0
0
0
1
all_other
0.0894
444.81
11.0021
20.82
757
8,985.958333
946
18.9
1
0
0
0
1
debt_consolidation
0.1218
166.5
10.203592
9.78
707
1,530
5,740
61.1
0
0
0
0