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
credit_card
0.1103
245.65
11.255044
21.11
717
5,587.958333
68,356
71.6
2
0
0
0
1
debt_consolidation
0.0832
204.65
10.596535
5.43
742
2,850
9,830
19
5
0
0
0
1
all_other
0.1008
51.69
10.714418
21.57
722
2,309.958333
1,949
48.7
0
0
0
0
1
home_improvement
0.0976
154.35
10.463103
16.77
717
2,923
7,708
48.2
1
0
0
0
1
credit_card
0.1008
167.99
10.596635
11.87
702
4,620
13,300
51.6
0
0
1
0
1
credit_card
0.1039
243.38
10.878047
20.92
737
2,279.958333
9,754
39
0
0
0
0
1
debt_consolidation
0.1324
253.58
11.775259
16.78
662
4,260
89,952
79.5
3
0
0
1
1
credit_card
0.0863
132.84
11.0021
19.48
762
2,580
0
0
2
0
0
0
1
debt_consolidation
0.1134
246.75
11.0021
8.92
687
7,260
1,954
4.8
0
2
0
0
1
all_other
0.1008
161.53
11.0021
14.34
707
2,970
9,737
44.7
2
0
0
0
1
credit_card
0.1071
114.11
10.085809
17.4
697
1,949.958333
4,063
76.7
0
0
0
0
1
major_purchase
0.1229
166.77
10.974729
5.24
667
4,980
5,073
50
2
0
0
0
1
home_improvement
0.1103
163.77
11.425667
12.44
682
5,700
7,945
41.4
2
0
0
0
1
credit_card
0.1134
39.48
9.798127
21.13
697
2,070
3,918
72.6
1
0
0
0
1
debt_consolidation
0.0832
113.35
9.402612
6.14
727
4,110.958333
2,877
70.2
0
0
0
0
1
debt_consolidation
0.1134
213.85
10.126471
11.23
682
2,460
2,083
28.1
3
0
0
0
1
debt_consolidation
0.0863
126.52
9.873235
11.01
727
2,040.958333
6,835
34.7
0
0
0
0
1
credit_card
0.0863
189.77
10.503697
18.77
757
2,369.958333
0
0
1
0
0
0
1
home_improvement
0.0768
155.95
10.778956
0.38
812
7,950
52
0.3
0
0
0
0
1
credit_card
0.1103
149.03
10.878047
10.82
687
2,100
2,927
53.2
2
0
0
0
1
debt_consolidation
0.1253
401.6
11.105017
17.36
697
4,229.041667
20,024
73.1
0
0
0
0
1
all_other
0.1039
233.65
11.058795
8.96
707
4,740
3,565
70
2
0
0
0
1
debt_consolidation
0.0976
241.16
11.119883
13.55
722
6,630
41,154
47.1
0
0
0
0
1
all_other
0.1134
246.75
10.404263
3.96
682
1,649.958333
8,644
28
1
0
0
0
1
all_other
0.08
163.74
9.798127
1.33
747
1,440
139
5
0
0
0
0
1
debt_consolidation
0.0863
142.33
11.277153
7.53
722
5,761
20,237
32.7
2
0
0
0
1
all_other
0.1292
201.94
10.373491
4.76
662
1,350
4,378
71.2
0
0
0
0
1
all_other
0.1197
249
10.950807
6.06
677
8,939.958333
5,450
40.7
0
0
0
0
1
credit_card
0.0945
128.04
9.903488
5.16
722
3,180
3,621
14.9
0
0
0
0
1
all_other
0.1039
243.38
10.819778
6.86
702
3,180
12,742
61.6
1
0
0
0
1
debt_consolidation
0.1103
180.15
10.878047
3.83
682
3,930
3,491
23.6
0
0
0
0
1
all_other
0.1103
196.52
10.412592
8.4
687
3,359.958333
7,305
73
0
0
0
0
1
debt_consolidation
0.1039
243.38
10.645425
3.26
702
1,443
3,608
65.6
1
0
0
1
1
all_other
0.1229
166.77
10.645425
21.66
682
2,910
489
27.2
1
0
0
1
1
all_other
0.1229
210.13
10.692036
0.95
667
2,970
1,315
17.1
2
1
0
0
1
credit_card
0.1071
244.52
11.407565
13.57
702
5,010
7,957
26.4
1
0
0
0
1
credit_card
0.1008
161.53
10.778956
3.33
702
5,705.958333
899
15
0
0
1
0
1
debt_consolidation
0.1197
249
11.139598
21.63
692
5,130
30,245
40.8
2
0
0
1
1
all_other
0.1128
368.17
11.512925
19.6
717
11,102.95833
52,132
55.7
1
0
0
1
1
credit_card
0.0945
184.06
11.470018
14.56
732
5,639.958333
30,181
35.7
1
0
0
0
1
home_improvement
0.1229
70.05
10.951561
19.92
667
9,209.958333
26,036
89.5
1
1
0
1
1
major_purchase
0.08
175.49
10.165852
2.31
747
1,800
1,220
8.4
1
0
0
0
1
debt_consolidation
0.1071
192.35
10.513253
16.24
697
4,919.958333
3,382
36.1
0
0
0
0
1
educational
0.1166
52.89
11.0021
18.4
677
5,370
926
4.5
3
1
0
0
1
debt_consolidation
0.1261
251.3
10.645425
5.71
667
1,500
8,944
57
1
0
0
0
1
all_other
0.0832
125.94
10.373616
15.07
762
2,460
1,152
16.5
0
0
0
0
1
all_other
0.0737
31.05
10.434116
0.35
807
7,139.958333
102
0.3
1
0
0
0
1
all_other
0.1166
247.9
11.018629
17.59
687
2,850
6,550
47.8
2
0
0
0
1
home_improvement
0.08
235.03
10.778956
4.28
812
7,950
52
0.3
0
0
0
0
1
home_improvement
0.1229
250.15
11.782953
3.18
672
3,540
56,481
61.7
0
0
1
0
1
debt_consolidation
0.1103
245.65
11.652687
7.55
687
4,949.958333
34,753
95.2
0
0
0
0
1
all_other
0.0976
64.31
11.289832
17.01
712
3,479.958333
29,889
37.4
1
0
0
0
1
educational
0.0832
236.14
10.691945
3.74
747
3,389.958333
11,585
27.1
1
0
0
0
1
educational
0.0832
191.27
11.512925
7.87
757
10,470
8,681
23.2
0
0
0
0
1
all_other
0.1197
66.4
10.778956
10.4
667
3,839.958333
16,746
69.2
1
0
0
0
1
major_purchase
0.1229
100.06
10.645425
1.71
672
2,610
1,487
45.1
0
0
0
1
1
debt_consolidation
0.1261
201.04
10.308953
19.92
672
1,800
3,211
78.3
2
0
0
1
1
all_other
0.0832
220.39
10.819778
4.42
742
2,009.958333
1,098
7.1
0
0
0
0
1
major_purchase
0.1134
230.3
10.463103
5.69
682
5,249.958333
2,745
40.4
0
0
0
0
1
debt_consolidation
0.1261
134.03
11.87146
10.92
662
4,080
4,736
16.8
2
1
0
0
1
home_improvement
0.0832
236.14
10.309086
1.52
757
2,520
1,304
9.7
0
0
0
0
1
debt_consolidation
0.1286
252.2
10.789319
20.56
682
3,330
20,716
82.1
2
2
0
0
1
all_other
0.1229
50.03
11.951206
7.43
662
5,219.958333
8,545
30.6
2
0
0
0
1
debt_consolidation
0.1287
504.5
10.933107
22.18
702
3,303
5,170
8.6
2
0
0
0
1
credit_card
0.1229
183.45
10.434116
20.56
687
1,410
4,029
24
1
0
0
0
1
educational
0.0945
240.08
10.714418
1.57
722
7,560
2,258
10.7
2
0
1
1
1
educational
0.1355
232.63
11.156251
24.22
687
3,749.958333
8,547
55.1
1
1
0
0
1
debt_consolidation
0.0976
241.16
10.025528
6.74
717
1,679.958333
7,313
29.6
0
0
0
1
1
debt_consolidation
0.0863
237.21
10.463218
6
747
5,850
5,541
26.5
2
0
0
0
1
debt_consolidation
0.1039
48.68
10.463103
13.17
697
4,229.958333
19
0.2
1
0
0
1
1
debt_consolidation
0.1324
253.58
10.308953
13.44
667
1,289.958333
9,142
81.6
1
0
0
0
1
educational
0.1103
163.77
10.819778
16.56
687
4,499.958333
5,584
80.9
2
0
1
0
1
credit_card
0.1008
232.6
10.545341
18.09
722
2,369.958333
12,391
66.6
1
0
0
0
1
debt_consolidation
0.0945
96.03
10.714418
5.17
722
2,460
5,275
48
0
0
0
0
1
educational
0.1008
96.92
10.491274
6.9
697
2,339.958333
8,349
43.5
0
0
0
1
1
debt_consolidation
0.1324
253.58
10.051735
16.76
667
2,820
4,013
66.9
0
0
0
1
1
home_improvement
0.0832
157.43
10.33501
10.13
742
4,307
20,337
39.2
3
0
0
0
1
debt_consolidation
0.1166
135.52
10.596535
3.99
677
2,460
7,102
18.7
0
0
0
0
1
all_other
0.1039
64.91
9.99898
8.13
692
1,559.958333
1,599
9.6
2
1
0
0
1
all_other
0.1166
175.18
11.628038
6.75
677
2,759.958333
19,328
96.2
2
0
0
0
1
credit_card
0.1103
147.39
10.757903
20.81
707
4,350
25,469
98.5
1
0
0
0
1
credit_card
0.1103
245.65
10.968198
21.12
717
4,619.958333
36,605
91.1
0
0
0
0
1
credit_card
0.0976
192.93
11.018564
12.37
712
3,149.958333
6,432
99
2
0
0
1
1
credit_card
0.1387
221.75
11.561716
23.99
687
4,949.958333
68,479
48.9
0
3
0
0
1
all_other
0.097
176.7
10.596535
0.51
717
1,232.958333
38
1.3
0
1
0
0
1
all_other
0.08
94.01
11.440355
0
737
1,229.958333
500
2.4
2
0
0
0
1
all_other
0.08
219.36
10.71841
6.61
752
2,163
0
0
3
0
0
0
1
all_other
0.0832
236.14
10.819778
2.42
762
3,180
4,880
38.1
0
0
0
0
1
all_other
0.0768
154.39
10.463103
0
772
6,809.958333
1,238
7.3
0
1
0
0
1
debt_consolidation
0.1134
246.75
10.463103
10.66
682
2,714.958333
1,238
47.7
0
2
0
0
1
debt_consolidation
0.1001
193.64
11.0021
11.22
707
6,630
27,591
54.9
0
0
1
0
1
credit_card
0.1538
243.97
11.170435
23.54
667
5,249.958333
9,371
50.1
1
3
0
0
1
debt_consolidation
0.1191
159.23
10.562742
7.98
672
5,729.958333
11,689
89.2
0
0
0
0
1
debt_consolidation
0.1222
249.9
10.596535
24.63
727
3,449.958333
6,083
56.3
1
0
0
0
1
all_other
0.1222
49.98
9.546813
21.51
682
1,530
8,172
34
1
0
0
0
1
all_other
0.1001
71
10.98108
10.8
702
2,520
1,051
58.4
1
0
0
0
1
major_purchase
0.1191
185.76
10.146434
2.68
677
1,740
4,885
35.4
2
0
0
0
1
credit_card
0.08
219.36
11.418615
6.36
752
7,804.958333
21,135
19.7
0
0
0
0
1
all_other
0.1222
99.96
11.018564
21.35
682
3,899.958333
12,074
51
0
0
0
0
1
credit_card
0.1128
246.54
11.655076
10.12
687
4,979.958333
34,842
95.5
0
0
0
0