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
all_other
0.1287
571.77
10.631036
18.03
717
3,120.041667
3,629
82.5
0
0
0
0
1
debt_consolidation
0.1287
336.34
11.512925
21.28
717
5,670.041667
9,470
31.4
1
0
0
0
1
all_other
0.1218
333
10.308953
24.56
707
2,430.041667
27,735
41.6
3
0
0
1
1
debt_consolidation
0.1531
522.23
10.596635
12.33
682
1,440
5,365
78.9
0
0
0
0
1
all_other
0.1496
225.2
11.0021
1.08
697
1,200.041667
0
0
3
3
0
1
1
debt_consolidation
0.1322
338.01
11.461632
8.29
687
4,290
14,822
76.4
0
0
0
1
1
debt_consolidation
0.0894
222.41
10.778956
14.4
722
3,750.041667
1,821
31.4
2
0
0
0
1
debt_consolidation
0.1183
497.01
11.0021
7.78
727
6,150
12,609
67.1
0
0
0
0
1
all_other
0.1148
158.25
11.506907
23.76
742
6,240
57,542
24.2
0
0
0
0
1
all_other
0.1114
459.25
12.037654
4.76
662
3,300
7,044
61.8
1
0
0
0
1
major_purchase
0.1461
310.28
10.308953
15.44
677
3,690
3,971
58.4
0
0
0
1
1
debt_consolidation
0.1287
311.11
9.998616
15.44
687
4,573.041667
4,806
27.2
0
0
0
0
1
debt_consolidation
0.1531
348.16
11.362103
16.33
672
10,845
17,768
65.8
1
0
1
0
1
credit_card
0.1322
287.31
11.225243
7.73
687
7,950
4,167
19.8
1
1
0
0
1
all_other
0.1426
343.06
10.673596
0.78
692
4,800.041667
966
48.3
3
0
0
0
1
all_other
0.1565
349.87
10.491274
14.97
662
3,810.041667
11,147
82.6
2
0
0
0
1
small_business
0.1392
426.72
11.81303
4.95
787
10,260
12,115
14.1
1
0
0
0
1
debt_consolidation
0.1287
269.07
10.874266
17.16
687
2,970.041667
4,022
82.1
2
0
0
0
1
major_purchase
0.1531
87.04
13.00358
0.18
712
1,710.041667
0
52.7
1
0
0
0
1
credit_card
0.1253
368.13
10.819778
16.78
707
10,200
4,877
46
2
0
0
0
1
debt_consolidation
0.1287
504.5
11.0021
10.86
702
3,630
23,369
58
2
0
0
0
1
debt_consolidation
0.1287
282.52
10.463103
21.36
687
2,191
8,039
75.8
0
0
0
0
1
debt_consolidation
0.1114
433.01
11.736069
7.62
752
6,240
1,847
4.6
0
0
0
0
1
major_purchase
0.1322
202.81
11.057251
10.96
682
4,410
20,531
85.9
2
0
0
0
1
debt_consolidation
0.1426
624.37
10.93132
15.65
682
2,610.041667
17,506
76.4
3
0
0
0
1
all_other
0.1183
165.67
9.903488
13.02
702
3,960
2,177
31.6
2
0
0
0
1
all_other
0.0859
284.5
10.707729
21.99
762
7,830.041667
9,519
17.8
3
0
0
0
1
debt_consolidation
0.1114
98.42
10.203592
14.67
762
4,800.041667
543
54.3
0
0
0
0
1
debt_consolidation
0.1461
861.88
11.170435
22.62
712
4,140.041667
32,484
52.7
0
0
0
0
1
major_purchase
0.1218
599.4
11.082143
13.9
717
3,780.041667
6,683
55.7
0
0
0
1
1
all_other
0.1357
339.69
11.598736
21.32
682
4,740
21,476
37.9
2
1
0
0
1
debt_consolidation
0.1461
172.38
10.404263
18.62
667
3,030.041667
5,134
77.8
1
0
0
1
1
small_business
0.1635
247.31
11.156251
2.57
707
1,710.041667
7,786
30.5
0
0
0
0
1
major_purchase
0.0859
237.08
11.561716
7.39
777
8,161.041667
284
0.9
0
0
0
0
1
debt_consolidation
0.1496
277.16
11.695247
11.7
667
7,027.041667
18,131
81.1
3
0
0
0
1
major_purchase
0.1809
115.83
9.655026
6.38
697
1,170.041667
1,594
99.6
0
0
0
0
1
all_other
0.0859
158.06
11.03489
16.3
732
4,110.041667
7,739
32.8
0
0
0
0
1
debt_consolidation
0.1287
269.07
11.82041
16.59
687
4,140.041667
43,312
79.9
0
0
0
0
1
debt_consolidation
0.1357
203.82
10.038018
20.19
702
1,920.041667
4,961
88.6
1
0
0
0
1
debt_consolidation
0.1183
165.67
10.491274
15.17
742
4,804.041667
3,024
33.26
1
0
0
0
1
debt_consolidation
0.1218
199.8
11.264464
19.88
702
3,750.041667
9,993
88.4
0
0
0
0
1
small_business
0.1947
383.73
11.124997
11.74
662
1,512
6,273
43.6
2
0
0
0
1
educational
0.1322
135.21
10.645425
13.69
677
1,920.041667
8,661
68.2
2
0
1
0
1
all_other
0.074
93.18
10.896739
22.82
777
7,110.041667
0
0
0
0
0
0
1
all_other
0.074
99.39
11.170435
11.98
772
5,790
2,079
2
2
0
0
0
1
credit_card
0.1114
52.49
11.156251
0.45
717
1,920.041667
490
2
2
0
0
0
1
credit_card
0.1148
69.24
10.422281
13.39
702
2,520
14,878
37.7
1
0
0
0
1
debt_consolidation
0.1183
278.33
10.757903
5.67
712
2,341.041667
9,033
33.3
1
0
0
0
1
home_improvement
0.1531
348.16
11.302204
6.59
662
4,020
4,082
60.9
2
0
0
0
1
all_other
0.1461
189.62
11.025165
20.38
667
5,376
14,103
58
0
0
0
0
1
debt_consolidation
0.1392
682.74
11.695247
21.64
697
3,870.041667
72,682
64.6
1
0
0
0
1
major_purchase
0.167
106.51
10.714418
13.41
672
4,650
2,041
72.9
0
0
0
0
1
debt_consolidation
0.0894
31.78
13.567049
1.39
717
2,820
4,202
10.9
2
0
0
0
1
educational
0.0859
31.62
10.915088
10.69
757
9,960.041667
17,069
11.3
1
0
0
0
1
home_improvement
0.1426
185.26
10.491274
18.37
667
5,130
6,890
47.2
2
0
0
0
1
debt_consolidation
0.1218
599.4
11.350407
11.93
717
3,240
64,394
80.7
0
0
0
0
1
debt_consolidation
0.1148
412.11
11.736069
9.43
732
6,600
4,365
49
0
0
0
0
1
all_other
0.1947
590.35
11.075583
19.36
667
3,810.041667
9,605
86.5
3
0
0
1
1
all_other
0.1183
828.35
10.809004
21.45
777
3,662
1,113
4.5
1
0
0
0
1
debt_consolidation
0.1253
267.74
11.0021
8.58
697
6,060.041667
7,473
50.8
0
0
0
0
1
all_other
0.1357
849.22
12.468437
9.3
717
7,140.041667
19,048
50.9
2
0
0
0
1
credit_card
0.1322
253.51
10.596635
13.31
682
4,153.041667
8,103
51.9
0
0
0
0
1
debt_consolidation
0.1183
430.75
10.571317
24.31
712
2,280.041667
7,834
55.2
0
0
0
0
1
debt_consolidation
0.1287
134.54
10.085809
22.55
677
1,920.041667
7,679
38.8
1
0
0
0
1
credit_card
0.1148
148.36
10.645425
0
772
5,520
0
0
0
0
0
0
1
all_other
0.1496
124.73
10.085809
4.75
662
2,310.041667
2,188
91.2
0
1
0
1
1
all_other
0.0859
316.11
11.532728
9.33
802
5,760
2,890
4.7
0
0
0
0
1
major_purchase
0.0774
31.22
11.492723
0.43
752
2,130
1,641
4
1
0
0
0
1
major_purchase
0.0774
81.17
10.257659
20.13
787
4,680
1,940
24.2
0
0
0
0
1
debt_consolidation
0.1253
686.06
10.619726
17.38
712
3,876.041667
18,061
78.2
1
0
0
0
1
all_other
0.074
186.36
11.289782
2.9
772
5,628.041667
9,649
17.8
1
0
0
0
1
all_other
0.0774
312.19
13.997832
0.8
807
11,700
7,729
12.9
0
0
0
0
1
debt_consolidation
0.1322
169.01
10.819778
3.26
687
1,500
3,062
33.3
1
0
0
1
1
debt_consolidation
0.1322
405.61
10.174959
3.7
767
3,750.041667
4,809
43.3
0
0
0
0
1
credit_card
0.1114
328.04
12.043554
10.79
722
8,340
3,441
41.9
3
0
0
0
1
home_improvement
0.1322
101.41
10.388995
22.74
677
5,310.041667
8,109
33
1
0
0
0
1
home_improvement
0.1357
203.82
11.849398
9.51
677
8,430
43,724
67.6
1
1
0
0
1
all_other
0.1183
165.67
10.799494
24.39
702
5,460
8,873
63.4
1
0
1
0
1
credit_card
0.1114
82.01
10.308953
19.88
757
2,280.041667
1,781
35.6
0
0
0
0
1
all_other
0.1322
405.61
10.596635
1.83
697
2,163
2,032
37.6
1
0
0
0
1
home_improvement
0.1322
172.39
11.156251
9.14
692
3,720.041667
1,999
54
3
0
0
1
1
credit_card
0.1426
548.9
11.362103
12.71
687
5,264.041667
16,799
74.7
1
1
0
0
1
all_other
0.1426
274.45
10.404263
16.22
687
3,330
811
54.1
0
0
0
0
1
major_purchase
0.1322
216.33
11.112448
15.15
677
4,020
32,213
48.4
2
0
0
0
1
major_purchase
0.1253
130.52
9.917982
24.13
697
2,490
714
31
1
0
0
0
1
all_other
0.1114
492.06
11.000098
0
797
7,080.041667
0
0
1
0
0
0
1
debt_consolidation
0.1148
478.05
11.277203
6.88
752
7,592
18,003
35
5
0
0
0
1
major_purchase
0.0774
156.1
11.580584
6.24
752
5,491
12,174
22.4
0
0
0
0
1
debt_consolidation
0.1392
85.35
10.747208
16.54
672
3,690
2,271
87.3
1
1
0
0
1
all_other
0.1426
34.31
9.903488
8.34
667
1,710.041667
3,449
69
1
0
0
0
1
debt_consolidation
0.1287
168.17
11.407565
22.43
677
4,140.041667
44,084
65.1
1
0
0
0
1
debt_consolidation
0.0894
317.72
11.650947
6.34
737
2,310.041667
12,077
71.7
1
0
0
0
1
credit_card
0.1218
832.5
11.264464
17.62
742
4,290
13,263
35.5
0
0
0
0
1
debt_consolidation
0.1392
238.96
10.134599
14.14
702
1,230.041667
373
41.4
0
0
0
0
1
debt_consolidation
0.0859
31.62
10.491274
1.9
737
2,730.041667
603
2.2
0
0
0
0
1
credit_card
0.1357
407.63
11.512925
11.48
712
7,139.041667
21,006
95
0
0
0
0
1
debt_consolidation
0.1357
509.53
11.589887
9.43
687
3,720.041667
29,988
83.1
0
0
0
0
1
small_business
0.1774
540.32
11.396392
7.15
692
4,410
692
11.5
0
1
0
1
1
all_other
0.0894
66.73
9.392662
5.8
732
2,310.041667
1,316
4.1
0
1
0
0
1
all_other
0.1426
384.23
10.778956
12.55
682
1,927.041667
11,969
82.5
0
0
0
0