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
0.1189
50.58
11.500205
8.12
677
3,359.958333
36,192
84.6
0
0
0
1
1
all_other
0.1284
168.09
10.970024
0.23
767
3,630
11
0.1
0
0
0
1
1
debt_consolidation
0.1221
333.15
10.463103
9.53
717
3,540
9,985
52.3
0
0
0
0
1
home_improvement
0.1379
272.61
12.061555
2.44
687
5,377
14,324
53.4
2
0
0
0
1
major_purchase
0.1442
51.58
10.93596
19.85
672
4,320
15,198
84
0
0
0
0
1
all_other
0.0963
481.42
10.778956
12.57
712
8,159.958333
10
0.1
0
0
0
0
1
debt_consolidation
0.1663
141
11.472103
18.46
682
11,490
39,502
87.6
0
0
0
0
1
debt_consolidation
0.1284
504.27
10.915088
14.99
712
6,629.958333
9,483
57.8
0
0
0
0
1
all_other
0.0963
304.9
10.915088
9.16
747
7,049.958333
28,962
66.9
0
0
0
0
1
all_other
0.0768
124.77
10.499573
0.93
742
1,919.958333
1,410
67.1
0
0
0
0
1
all_other
0.1442
110.03
10.571317
3.82
687
1,859.958333
6,039
28.1
2
0
0
0
1
debt_consolidation
0.16
421.89
10.819858
11.33
662
2,730
11,660
67
2
0
0
0
1
all_other
0.1189
497.46
11.77529
7.31
747
3,150
9,642
30
0
0
0
0
1
all_other
0.08
31.34
10.126631
9.26
742
1,979.958333
3,106
31.4
0
0
0
0
1
all_other
0.08
175.49
11.225243
13.31
782
5,490
0
0
1
0
0
0
1
debt_consolidation
0.1221
399.78
11.0021
17.32
727
3,990
19,817
61.4
2
0
0
0
1
credit_card
0.1221
326.49
11.170435
10.48
722
6,390
9,630
36.6
0
0
1
0
1
all_other
0.1411
246.45
10.668862
13.62
702
3,449.958333
1,621
40.5
1
0
0
0
1
all_other
0.1189
212.25
11.0021
1.62
797
9,120.958333
3,391
6.2
2
0
0
0
1
all_other
0.08
188.02
11.289782
7.75
757
3,059.958333
12,454
29.8
0
0
0
0
1
small_business
0.1221
116.61
11.127322
17.82
727
6,719.958333
53,059
89.9
3
0
0
0
1
debt_consolidation
0.1474
345.37
11.736101
9.34
677
5,762
12,403
39.8
2
1
0
0
1
all_other
0.0768
155.96
10.373491
15
782
3,485
695
8.2
0
0
0
0
1
small_business
0.1221
273.19
10.434116
8.72
732
3,480
6,383
48.7
1
0
0
0
1
all_other
0.1392
109.24
11.184421
2.2
677
5,550
2,596
12.5
3
0
0
0
1
debt_consolidation
0.1284
252.14
10.463218
21.36
707
3,419.958333
10,638
61.8
0
0
0
0
1
all_other
0.1474
41.45
9.814656
2.56
687
1,470
1,716
71.5
0
0
0
0
1
all_other
0.1379
85.19
10.15813
14.93
677
5,430
1,838
73.5
0
0
0
0
1
home_improvement
0.0932
319.47
12.019719
15.02
752
12,033
56,153
44.3
1
0
0
0
1
debt_consolidation
0.1316
287.05
10.373491
3.9
697
2,250.958333
9,172
44.7
0
0
0
0
1
debt_consolidation
0.1316
202.63
11.156251
23.91
692
2,130
22,713
43.1
1
0
0
0
1
all_other
0.1284
33.62
10.085809
24.35
687
3,480
2,533
38.4
0
0
1
0
1
small_business
0.0932
95.85
10.085809
0.95
762
6,544
1,870
5.5
0
0
0
0
1
all_other
0.0768
187.15
12.206093
5.61
712
3,840
7,926
49.8
3
0
0
0
1
all_other
0.08
250.69
10.520024
12.63
712
5,219.958333
12,269
19.3
2
0
0
0
1
debt_consolidation
0.1284
181.54
10.463103
23.07
707
1,499.958333
7,828
23.9
2
0
0
0
1
debt_consolidation
0.1347
305.31
11.184421
12.85
687
3,510
8,081
58.1
0
1
0
0
1
debt_consolidation
0.0932
255.58
11.082143
1.94
782
4,650
3,845
25.6
0
0
0
0
1
debt_consolidation
0.1221
499.73
11.297254
3.48
742
6,780
11,774
44.4
0
0
0
0
1
debt_consolidation
0.16
285.66
11.082143
15.88
702
5,549.958333
21,438
90.6
1
0
1
1
1
debt_consolidation
0.08
156.69
10.915016
7.53
762
5,219.958333
6,576
25.2
0
0
0
0
1
home_improvement
0.1568
192.51
11.127263
11.42
662
3,779.958333
10,311
88.9
0
1
1
0
1
debt_consolidation
0.1411
198.53
11.350407
4.62
687
2,010
6,419
45.5
0
0
0
0
1
home_improvement
0.1221
666.3
11.66138
9.22
807
7,439.958333
0
0
2
0
0
0
1
debt_consolidation
0.1284
605.13
10.313741
12.74
727
3,510
22,099
84.7
0
0
0
0
1
credit_card
0.2086
902.54
11.690653
20.92
667
6,300.041667
45,414
98.3
0
1
0
0
1
all_other
0.0768
77.98
11.05089
14.74
747
7,079.958333
27,222
42.9
1
0
0
0
1
debt_consolidation
0.0963
346.62
11.580584
9.41
737
10,170
4,229
7.1
0
0
0
0
1
small_business
0.1474
268.53
10.434116
13.59
677
2,040
22,556
73
0
0
0
0
1
credit_card
0.1221
506.39
10.858999
19.32
737
3,991
32,709
53.6
0
0
0
0
1
all_other
0.1221
263.19
10.819778
7.25
737
4,109.958333
2,140
6
3
0
0
0
1
all_other
0.0963
192.57
11.178836
9.49
777
3,419.958333
257
3.6
0
0
0
0
1
all_other
0.1379
238.53
11.156251
21.53
682
1,890.958333
8,299
58.9
0
0
0
0
1
debt_consolidation
0.0932
325.86
11.571194
0.17
767
4,409.958333
9,943
10.9
0
0
0
0
1
debt_consolidation
0.08
313.37
10.348173
7.62
772
3,510
944
19.7
2
0
0
1
1
debt_consolidation
0.1537
139.39
9.996431
1.91
662
2,760
370
21.8
1
0
0
0
1
debt_consolidation
0.1189
464.3
10.373491
17.81
737
5,790
4,577
16.2
2
0
0
0
1
debt_consolidation
0.16
215.34
11.112388
16.25
667
4,859.958333
5,636
49.9
2
1
0
0
1
debt_consolidation
0.1316
202.63
10.770189
20.02
687
3,240
18,634
70.6
1
0
0
0
1
credit_card
0.1379
115.86
11.05089
20.11
692
3,990
18,212
56.4
1
0
0
0
1
all_other
0.0963
115.54
11.318126
0.58
762
1,499.958333
849
1.9
0
0
0
0
1
educational
0.1221
233.21
9.21034
0
717
1,334
0
0
2
0
0
0
1
all_other
0.1253
200.8
10.896739
6.36
742
2,790
1,510
50.3
1
0
0
0
1
all_other
0.0737
111.77
10.645425
6.57
772
4,529.958333
2,521
22.1
0
0
0
0
1
debt_consolidation
0.08
238.16
10.404263
12.29
777
8,310
1,805
8.7
2
0
0
0
1
debt_consolidation
0.0963
481.42
11.225243
24.5
787
6,540
5,544
11.3
0
0
0
0
1
debt_consolidation
0.1758
790.73
12.216023
14.03
667
3,540
31,008
79.8
3
0
0
1
1
small_business
0.1221
266.52
10.463103
1.3
732
1,652
2,722
36.8
2
0
0
0
1
debt_consolidation
0.1189
397.97
11.461548
1.92
742
6,904
14,989
25
1
0
0
0
1
home_improvement
0.1379
340.76
10.491274
12.3
732
8,130.958333
6,729
97.5
1
0
0
1
1
debt_consolidation
0.1474
448.98
10.463103
16.39
677
2,790
21,124
87.3
3
0
0
0
1
all_other
0.1568
367.52
11.0021
14.42
677
5,490
24,151
61.1
3
0
0
0
1
debt_consolidation
0.1316
506.56
10.341742
13.16
757
6,450
4,923
70.3
2
0
0
0
1
debt_consolidation
0.1411
513.44
11.05089
22.67
702
3,150
26,803
92.7
0
0
0
0
1
educational
0.1284
228.61
9.903488
14.58
687
2,249
7,783
84.6
0
0
0
0
1
debt_consolidation
0.0932
415.31
11.407565
8.51
782
4,230
9,957
29.6
0
0
0
0
1
all_other
0.08
250.69
11.512885
4.32
712
7,109.958333
5,262
28.4
0
1
0
0
1
small_business
0.1221
533.04
10.968198
7.49
772
3,719.958333
10,144
15.6
0
0
0
0
1
all_other
0.0963
256.76
10.839581
0.24
792
3,389.958333
132
6.6
3
0
0
0
1
small_business
0.1316
515
11.184421
17.68
722
5,310
6,759
0
3
0
0
0
1
credit_card
0.0932
76.68
10.905956
4.69
737
5,609.958333
2,184
72.1
1
0
0
0
1
home_improvement
0.1347
508.84
10.645425
14.34
712
4,559.958333
8,644
47
0
0
0
0
1
credit_card
0.0963
102.71
10.639335
19.58
717
8,340
6,479
38.1
1
0
0
0
1
home_improvement
0.08
338.43
11.81303
6.82
792
4,710
10,232
19.1
2
0
0
0
1
debt_consolidation
0.1442
343.83
10.915088
23.41
682
3,419.958333
20,344
86
0
0
0
0
1
small_business
0.1316
378.23
11.063508
4.25
732
5,219.958333
8,897
19.1
3
0
0
1
1
credit_card
0.1442
469.33
11.065638
22.43
682
3,510
34,847
68.1
1
1
0
0
1
home_improvement
0.1316
324.2
9.998798
16.36
732
4,139.958333
11,246
93.7
0
0
0
0
1
credit_card
0.1379
163.57
11.256096
16.93
677
4,980
19,146
33.9
3
0
0
0
1
all_other
0.1253
334.67
11.407565
20.4
762
12,209.95833
28,872
21.1
1
0
0
0
1
all_other
0.1189
149.24
10.872219
13.03
722
2,729.958333
850
14.2
0
1
0
0
1
all_other
0.0963
449.32
11.225243
1.94
812
3,389.958333
45,050
6.4
0
0
0
0
1
educational
0.16
112.51
9.903488
6.3
677
1,259.958333
1,715
39.9
0
0
0
0
1
credit_card
0.08
156.69
10.434116
15.85
767
10,170
5,748
12.3
0
1
0
0
1
all_other
0.1189
165.82
10.116338
6.69
717
8,489.958333
9,764
22.7
3
0
0
0
1
debt_consolidation
0.0932
95.85
10.878047
11.34
782
5,279.958333
722
3.2
0
0
0
0
1
credit_card
0.1474
621.67
10.933107
16.33
682
3,270
18,451
65.2
2
0
0
0
1
educational
0.1411
136.92
11.225243
15.63
672
4,469.958333
6,855
53.6
0
0
0
0
1
credit_card
0.1221
346.48
11.329627
13.81
722
3,150
17,610
76.9
0
0
0
0
1
credit_card
0.1189
58.04
10.862071
2.65
712
8,819.958333
3,002
5.1
3
1
0
0