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
0.1568
875.04
11.589887
15.73
682
3,570
36,015
88.5
1
0
0
1
1
credit_card
0.1284
365.6
10.633449
13.76
697
3,809.958333
8,422
81.8
0
0
0
1
1
debt_consolidation
0.1316
270.17
10.819778
9.96
682
5,279.958333
3,958
39.6
3
0
0
0
1
home_improvement
0.0932
255.58
10.668955
16.02
752
3,779.958333
5,410
34.9
3
0
0
0
1
all_other
0.1253
251
10.778956
20.51
692
4,710
12,189
69.3
0
0
0
0
1
all_other
0.074
124.24
9.852194
4.93
787
4,195.958333
2,331
7.7
2
0
0
0
1
credit_card
0.0932
223.63
10.799576
19.64
737
4,110
21,140
79.8
3
0
0
0
1
all_other
0.1126
98.59
11.085215
17.21
702
5,760
16,389
58.1
0
0
0
0
1
debt_consolidation
0.0894
285.95
11.695247
12.44
742
6,375.958333
43,488
68.3
3
0
0
0
1
all_other
0.1284
221.88
11.156251
5.26
742
2,850
993
24.8
0
0
0
0
1
educational
0.1392
170.69
9.615805
4
692
1,470
0
0
2
1
0
0
1
all_other
0.1221
79.96
10.491274
7
692
5,790
6,655
74.8
1
0
0
0
1
small_business
0.16
70.32
11.277203
12.58
682
3,293
4,047
30.7
2
0
0
0
1
debt_consolidation
0.08
231.89
10.518673
13.43
752
5,790
6,938
24.1
2
0
0
0
1
debt_consolidation
0.1531
163.64
9.862666
8.56
677
1,920
1,089
90.7
0
1
0
0
1
debt_consolidation
0.1284
268.95
10.757903
14.76
692
2,009.958333
11,798
88.7
1
0
0
1
1
all_other
0.1347
50.89
9.798127
21.47
707
1,289.958333
865
86.5
0
0
0
0
1
all_other
0.1496
297.95
10.505068
18.58
682
1,110
8,559
41
1
0
0
0
1
debt_consolidation
0.08
109.68
10.308953
2.24
747
1,709.958333
2,298
18.5
3
0
0
0
1
debt_consolidation
0.1183
231.94
10.348846
5.69
712
2,460.958333
6,955
63.8
1
0
0
0
1
credit_card
0.1253
669.33
11.589887
15.77
717
12,120
33,900
56.4
1
0
0
0
1
credit_card
0.0894
317.72
11.007916
4.24
742
2,160
14,188
27.3
2
0
0
0
1
all_other
0.1426
247.01
11.225243
18.13
667
1,835
39,236
63.4
1
0
0
0
1
educational
0.1148
82.43
10.463103
18.62
702
5,190
8,677
57.8
2
0
0
0
1
debt_consolidation
0.1322
162.25
10.645425
15.6
677
2,013.958333
9,090
58.3
0
0
0
0
1
credit_card
0.1287
151.35
10.463103
19.78
682
2,490
4,726
73.8
1
0
0
0
1
all_other
0.1287
605.4
10.674429
13.27
707
5,430
3,423
15.2
0
0
0
0
1
credit_card
0.0894
201.75
10.491274
21.6
732
3,303
4,508
18.6
0
0
0
0
1
debt_consolidation
0.0894
312.95
10.373491
16.95
737
2,313.958333
3,760
20.5
0
0
0
0
1
credit_card
0.1739
645.26
12.409013
15.67
672
6,094.958333
145,711
96.2
0
1
0
0
1
debt_consolidation
0.1218
163.17
11.156251
17.5
697
3,360
5,040
67.2
0
0
0
0
1
all_other
0.1183
41.42
10.292146
21.4
697
4,110
11,339
78.7
0
0
0
0
1
debt_consolidation
0.0894
182.69
10.73422
20.94
727
3,210
4,902
47.1
0
0
0
0
1
credit_card
0.1392
652.87
11.409785
10.28
697
5,190
11,573
61.9
1
0
0
0
1
credit_card
0.1322
101.41
10.827787
11.45
692
5,553
21,085
36.8
0
0
0
0
1
all_other
0.1253
83.67
10.546919
10.97
682
4,410
7,527
56.6
0
0
0
0
1
all_other
0.1426
34.31
8.853665
13.54
677
8,099
2,252
86.6
1
0
0
0
1
credit_card
0.1114
360.84
10.761301
19.52
727
3,570
15,085
70.5
2
0
0
0
1
debt_consolidation
0.1392
256.03
10.819778
13.9
677
5,460
3,676
70.5
0
0
0
1
1
debt_consolidation
0.1114
393.65
10.373491
18
737
6,483.958333
18,340
67.9
1
0
0
0
1
debt_consolidation
0.0894
381.26
10.596535
13.68
767
5,850
11,012
30.5
0
0
0
0
1
debt_consolidation
0.1392
273.1
11.289782
13.38
677
3,994
9,356
50
2
0
1
0
1
debt_consolidation
0.1565
160.07
10.126471
23.62
712
2,880
9,912
99.1
0
0
0
0
1
all_other
0.1357
195.32
10.645425
13.19
677
3,660
10,417
91.4
0
1
0
0
1
all_other
0.1183
579.85
11.276545
0.3
752
4,351
209
1.2
4
0
0
0
1
all_other
0.1322
219.71
11.042922
9.23
682
4,259.958333
4,856
44.6
0
0
0
0
1
debt_consolidation
0.1148
659.37
11.561716
7.23
767
5,400
3,700
51.4
2
0
0
0
1
credit_card
0.1218
666
12.154779
24.04
722
9,692.958333
121,159
74.3
0
0
0
0
1
credit_card
0.1114
157.46
10.463103
23.66
722
3,570
14,480
56.7
0
0
0
0
1
credit_card
0.0774
202.93
10.819778
16.54
747
3,899.958333
7,689
43
0
0
0
0
1
credit_card
0.1322
365.05
10.950807
19.03
692
3,660
31,861
76
1
0
0
0
1
debt_consolidation
0.1287
269.07
10.165852
5.72
707
3,240
3,045
47.6
0
0
0
0
1
all_other
0.0894
362.2
10.668955
24.78
752
3,036.041667
6,057
11.6
1
0
0
0
1
home_improvement
0.1287
232.07
10.571317
4.65
692
4,080
903
19.6
1
0
0
0
1
debt_consolidation
0.1253
73.63
10.221941
23.26
682
6,857.958333
15,225
55
0
1
0
0
1
credit_card
0.0894
317.72
10.915016
12.76
742
3,240
10,041
47.8
2
0
0
0
1
all_other
0.0859
189.67
10.968129
8.61
732
5,850
19,397
38.3
1
0
0
0
1
debt_consolidation
0.1426
514.59
10.858999
19.68
687
3,313
22,918
90.9
1
0
0
0
1
debt_consolidation
0.1148
494.53
11.350359
10.02
742
4,770
14,125
40.2
1
0
0
0
1
all_other
0.0859
221.28
11.407565
4.88
737
8,939.958333
13,253
20.2
1
0
0
0
1
credit_card
0.1322
676.02
12.013701
16.83
712
7,199.958333
144,165
64.9
0
0
0
0
1
credit_card
0.0894
114.38
11.225243
18.3
712
4,715
48,538
53
1
0
0
0
1
small_business
0.167
177.51
10.618885
20.39
702
4,139.958333
5,082
31.6
0
0
0
0
1
debt_consolidation
0.0859
252.89
10.596635
17.7
757
6,180
26,120
32.7
1
0
0
0
1
all_other
0.1253
80.32
10.463103
21.79
707
2,910
16,022
97.7
0
0
0
0
1
debt_consolidation
0.1392
102.42
10.762319
3.05
677
2,490
4,339
51.5
3
0
0
0
1
home_improvement
0.1183
530.15
11.082143
4.91
742
3,991
9,562
70.4
2
0
0
0
1
debt_consolidation
0.1148
362.66
10.214642
12.84
712
7,859.958333
11,534
66.7
1
0
0
0
1
debt_consolidation
0.1253
112.95
9.798127
24.2
687
2,880
15,813
79.1
0
0
0
0
1
debt_consolidation
0.0774
312.19
11.81303
7.7
787
5,639.958333
4,200
5.8
1
0
0
0
1
debt_consolidation
0.1496
277.16
11.066638
8.91
697
1,830
6,908
94.6
0
0
0
0
1
debt_consolidation
0.1114
423.17
11.0021
6.24
742
3,990
12,419
34.8
0
0
0
0
1
debt_consolidation
0.1148
494.53
11.082143
12.02
742
3,240
15,757
64.6
0
0
0
0
1
debt_consolidation
0.0774
156.1
9.615805
15.6
757
6,870
11,602
37.9
2
0
0
0
1
debt_consolidation
0.1183
662.68
11.561716
3.69
757
1,679.958333
1,470
14.7
0
0
0
0
1
major_purchase
0.0859
284.5
11.225243
4.83
792
3,089.958333
2,563
9.1
0
0
0
0
1
home_improvement
0.1218
399.6
11.512925
17.09
712
7,559.958333
17,176
46.4
2
0
0
0
1
credit_card
0.1461
689.51
11.352232
15.15
697
5,550
32,954
90
0
0
0
0
1
debt_consolidation
0.1287
437.24
11.264464
6.26
702
5,249.958333
1,783
59.4
2
0
0
0
1
debt_consolidation
0.0774
287.22
11.026402
1.78
792
7,050
4,600
18.4
0
0
0
0
1
credit_card
0.1148
626.41
12.072541
12.73
747
8,219.958333
29,658
42.2
1
0
0
0
1
all_other
0.0859
158.06
10.404384
2.29
737
3,570
2,870
11.4
0
0
0
0
1
small_business
0.1531
626.68
11.461632
17.38
727
4,710
35,712
51.9
3
0
0
0
1
home_improvement
0.0774
312.19
11.156251
15.1
797
9,029.958333
9,109
73.2
1
0
0
0
1
all_other
0.1287
94.18
10.721614
3.52
682
4,289.958333
2,391
30.7
1
0
0
1
1
educational
0.1322
162.25
10.819778
11.98
677
1,949.958333
2,523
40
0
0
0
0
1
home_improvement
0.0774
234.14
10.348173
3.08
797
6,089.958333
1,147
8.8
1
0
0
0
1
debt_consolidation
0.0774
218.54
10.858999
2.58
767
3,419.958333
4,139
15.6
0
0
0
0
1
all_other
0.1287
201.8
11.082204
13.09
682
3,960
10,134
38.5
1
0
0
0
1
major_purchase
0.0859
316.11
11.198215
6.87
767
3,509.958333
11,140
13
0
0
0
0
1
debt_consolidation
0.1218
666
11.112388
20.11
727
2,940
26,359
67.6
1
0
0
0
1
debt_consolidation
0.16
492.21
11.225243
16.32
662
3,929.958333
12,944
65
3
0
0
0
1
all_other
0.0859
151.73
10.968129
8.07
737
2,880
3,333
20.1
1
0
0
0
1
major_purchase
0.0859
158.06
10.596635
6.87
737
3,149.958333
8,914
74.9
1
0
0
0
1
major_purchase
0.1253
160.64
11.05406
11.94
687
3,390
1,725
33.8
1
2
0
0
1
credit_card
0.1316
261.72
10.165852
17.54
677
2,721.958333
4,034
67.2
0
0
0
0
1
credit_card
0.1392
682.74
11.338572
20.03
707
9,359.958333
27,584
54.8
1
0
0
0
1
all_other
0.1357
33.97
9.392662
14
682
1,380
4,352
62.2
1
0
0
1
1
small_business
0.16
703.15
11.0021
15.9
747
5,700.958333
15,018
42.9
2
0
0
0
1
all_other
0.0774
140.49
10.692036
15.3
752
3,119.958333
7,204
31.3
0
0
0
0