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
0.1039
464.05
10.308953
21.28
752
2,729.041667
5,649
30.2
2
0
0
0
1
debt_consolidation
0.0945
230.47
10.714418
0.8
717
2,730.041667
3,332
30.6
0
0
0
1
1
all_other
0.1734
895.56
11.472103
18.8
662
11,520.04167
14,706
77
0
2
0
0
1
debt_consolidation
0.1261
670.13
11.338572
14.51
692
1,890
27,129
39
2
0
0
0
1
debt_consolidation
0.1292
269.25
11.156251
4.08
667
5,820
1,152
13.1
3
3
0
0
1
debt_consolidation
0.1292
377.79
10.353161
23.31
712
3,780
8,837
52.6
1
0
0
1
1
all_other
0.0976
30.55
10.043249
22.38
742
4,470
2,246
9.9
1
0
0
0
1
debt_consolidation
0.1039
389.41
10.308953
0
712
4,440
9,258
71.2
1
0
0
0
1
debt_consolidation
0.1324
405.72
10.203592
11.96
667
4,890.041667
8,671
61.5
0
0
0
0
1
debt_consolidation
0.1387
477.61
11.042922
20.45
677
2,675
20,065
66
2
0
0
0
1
educational
0.1134
329
10.141244
8.79
692
3,839.041667
1,573
39.3
0
0
0
1
1
debt_consolidation
0.0832
377.82
11.407565
1.63
792
5,729.041667
4,359
15.3
0
0
0
0
1
all_other
0.1324
338.1
10.968198
10.9
662
2,009.041667
10,055
54.9
3
0
1
0
1
major_purchase
0.1355
407.52
11.156251
17.07
667
7,565.041667
2,549
57.9
0
0
0
0
1
debt_consolidation
0.1071
273.86
10.839581
16.47
702
4,530.041667
16,021
66.8
1
0
0
0
1
all_other
0.1008
807.62
10.89635
0
762
6,420.041667
0
0
1
0
0
0
1
debt_consolidation
0.1197
398.4
11.350407
14.08
682
7,230.041667
22,205
88.8
2
0
1
0
1
debt_consolidation
0.0945
320.1
11.736069
5.28
727
9,120
9,438
33.5
3
0
0
0
1
debt_consolidation
0.0863
316.28
11.407565
5.91
732
5,760.041667
18,343
26.2
0
1
0
0
1
all_other
0.1008
387.66
11.77529
21.2
772
6,750.041667
74,885
0
0
0
0
0
1
all_other
0.1039
162.26
9.903488
14.82
702
2,851.041667
4,873
26.9
1
0
0
0
1
credit_card
0.1134
493.5
11.338572
10.49
697
3,089.041667
11,332
39.7
0
0
0
0
1
debt_consolidation
0.1229
640.38
10.878047
18.93
702
3,689
20,033
82.8
1
0
0
1
1
debt_consolidation
0.1261
180.94
10.609057
12.12
667
2,729.041667
4,565
68.1
0
1
0
0
1
major_purchase
0.1134
296.1
11.512925
1.2
682
5,130
4,000
80
3
0
0
0
1
all_other
0.1166
115.69
10.901598
12.38
672
7,530.041667
0
0
0
2
0
0
1
all_other
0.1134
230.3
10.714418
9.92
687
2,520.041667
1,767
34.6
1
0
1
0
1
all_other
0.1324
405.72
10.695575
14.4
672
3,720
768
64
2
0
0
0
1
credit_card
0.0976
305.47
11.067638
4.8
717
5,070.041667
12,226
45.6
0
1
1
0
1
all_other
0.0737
93.14
10.584157
1.55
802
3,660
2,724
7.9
0
0
0
0
1
all_other
0.08
109.68
10.790597
0.62
742
7,170.041667
308
17.1
4
0
0
0
1
debt_consolidation
0.08
37.61
9.602382
2.43
747
2,250
1,946
6.5
3
0
0
0
1
all_other
0.1008
129.22
10.918718
19.43
717
4,770
4,446
61.7
3
0
0
0
1
debt_consolidation
0.1008
290.75
10.571317
5.17
707
2,190
8,486
66.8
1
0
0
0
1
all_other
0.1355
203.76
11.184421
23.37
682
6,599
19,826
39
2
0
0
0
1
credit_card
0.0945
160.05
10.596635
5.97
722
2,819.041667
3,212
35.7
1
1
0
0
1
credit_card
0.1355
407.52
10.915088
14.99
667
4,499
10,918
59
2
0
0
0
1
educational
0.0945
320.1
11.156251
9.38
722
1,859
8,850
32.3
0
0
0
0
1
all_other
0.1039
129.81
10.308953
6.04
697
6,330
10,366
64.4
0
0
1
0
1
debt_consolidation
0.1229
366.89
10.502324
11.6
677
1,500
10,765
60.5
2
0
0
0
1
all_other
0.1134
658
10.915088
5.19
712
8,400
5,482
17.4
0
2
0
1
1
debt_consolidation
0.0945
480.15
11.041321
6.46
752
4,500
5,196
34.6
2
0
0
0
1
all_other
0.0976
803.87
11.156251
4.92
792
4,140
3,114
11.3
0
0
0
0
1
all_other
0.1039
272.59
10.463218
19.61
717
4,439.958333
213
7.1
1
0
1
0
1
debt_consolidation
0.1197
249
9.862666
10.94
677
1,920
6,450
70.9
3
0
0
0
1
credit_card
0.1229
400.24
11.407565
8.81
677
2,340.041667
15,486
33.1
1
0
0
0
1
all_other
0.0863
253.03
10.89822
10.78
732
3,390
5,623
67.7
1
0
0
0
1
credit_card
0.1039
129.81
10.878047
13.09
702
4,441
1,308
6.9
1
0
0
0
1
debt_consolidation
0.0945
448.14
10.645425
5.31
737
3,030
11,556
24.3
0
0
0
0
1
major_purchase
0.1134
118.44
10.915088
13.51
682
3,510
623
31.1
0
0
0
0
1
all_other
0.1039
811.27
11.512925
7.25
737
3,780
0
0
2
1
0
0
1
all_other
0.1355
407.52
11.77529
8.32
662
3,060.041667
22,044
81.6
0
0
0
0
1
credit_card
0.08
250.7
10.381831
8.55
782
5,550
8,793
18.8
0
0
0
0
1
debt_consolidation
0.1324
444.6
10.537203
20.66
677
4,620.041667
2,796
38.8
2
0
0
0
1
all_other
0.1071
489.03
11.289782
6.9
707
7,410
8,298
38.6
3
0
1
0
1
debt_consolidation
0.1355
373.56
10.778956
22.75
677
2,730.041667
10,211
96.3
0
0
0
0
1
credit_card
0.1071
195.61
10.819778
9.22
687
2,790
22,188
70
0
0
0
0
1
debt_consolidation
0.1166
314
10.596635
18.78
697
2,309.958333
21,160
78.7
0
0
0
1
1
credit_card
0.0768
109.17
10.308953
2.52
762
3,840
2,096
46.6
0
0
0
0
1
debt_consolidation
0.145
516.32
11.222359
24.61
682
2,430
55,632
80.7
3
0
0
0
1
educational
0.0976
241.16
9.903488
10.56
717
4,121.958333
3,415
14.3
0
0
0
0
1
all_other
0.0863
221.4
10.753638
12.23
727
2,940.958333
1,287
7.8
0
0
0
0
1
credit_card
0.1103
294.78
11.127263
12.72
687
9,119.958333
36,164
39.4
1
0
0
1
1
debt_consolidation
0.1513
680.69
11.225243
19.36
662
2,669.958333
20,658
55.4
0
0
0
0
1
credit_card
0.1071
228.22
10.308953
21.48
722
10,110
24,397
53.4
1
0
0
0
1
debt_consolidation
0.08
87.75
9.602382
5.48
747
2,249.958333
1,946
6.5
3
0
0
0
1
all_other
0.1039
324.51
11.087956
14.82
767
6,420
0
0
1
0
0
0
1
debt_consolidation
0.1051
97.53
10.596635
16.08
727
3,464.041667
14,582
26.7
2
0
0
1
1
debt_consolidation
0.1071
208.65
10.915088
6.11
697
3,689.958333
14,971
46.8
0
0
0
0
1
debt_consolidation
0.1482
691.55
11.407565
23.45
692
3,870
43,868
47.8
1
0
1
0
1
debt_consolidation
0.1008
323.05
10.778956
2.65
742
4,260
6,512
16.4
0
0
0
0
1
credit_card
0.0832
236.14
11.156251
2.81
757
4,199.958333
7,905
30.2
0
0
0
0
1
credit_card
0.0976
213.83
11.18887
15.63
717
4,379.958333
6,161
26.6
0
0
0
0
1
debt_consolidation
0.1103
537.15
10.818177
4.42
712
1,859.958333
3,964
24
0
0
0
1
1
home_improvement
0.1039
194.71
10.203592
21.78
737
4,989
1,815
60.5
3
0
0
0
1
all_other
0.08
235.03
10.596635
5.22
772
5,280
0
0
3
0
0
0
1
debt_consolidation
0.0976
707.41
11.289782
9.81
757
5,549.958333
1,998
22.4
1
0
0
0
1
home_improvement
0.0945
128.04
11.484526
13.16
732
2,500
41,248
5.3
3
0
0
0
1
debt_consolidation
0.1261
670.13
11.09741
13.4
687
3,419.958333
24,008
77.9
0
0
0
0
1
credit_card
0.1197
697.2
11.925035
7.99
697
8,101.958333
17,788
52.7
3
0
0
0
1
all_other
0.0945
480.15
11.918391
6.47
757
3,990
4,232
8.9
2
0
0
0
1
all_other
0.1134
98.7
10.530495
7.72
677
1,680
0
53
1
0
0
1
1
debt_consolidation
0.157
525.17
11.350359
20.44
672
5,490
28,511
56.7
1
0
0
0
1
all_other
0.0768
187.14
10.673596
0.83
792
4,139.958333
138
0.2
0
0
0
0
1
credit_card
0.1166
314
11.695247
18.23
697
4,950
114,629
64.5
2
0
0
0
1
debt_consolidation
0.1039
324.51
11.232616
12.88
707
2,939.958333
10,689
18.4
3
0
0
0
1
debt_consolidation
0.0976
257.24
10.085809
17
732
3,779.958333
6,188
53.8
0
0
0
0
1
debt_consolidation
0.0832
314.85
10.595334
14.54
772
5,790
4,743
28.1
0
0
0
1
1
debt_consolidation
0.1103
235.83
11.049174
21.83
717
5,219.958333
12,025
37.2
2
0
0
0
1
home_improvement
0.0976
803.87
11.695247
8.91
792
8,129.958333
3,706
12.8
1
0
0
0
1
debt_consolidation
0.1134
526.4
11.350407
9.37
702
4,590
8,833
44.8
1
0
1
0
1
debt_consolidation
0.1039
292.06
10.714418
14.64
712
4,439.958333
6,239
63
3
0
0
0
1
debt_consolidation
0.1324
540.96
10.596635
11.73
672
3,210
5,671
55.1
0
0
0
0
1
credit_card
0.1229
100.06
10.373491
13.28
672
4,320
2,940
27.7
1
2
0
0
1
debt_consolidation
0.1355
848.99
11.03489
14.26
697
2,730
7,019
13.4
2
0
0
1
1
debt_consolidation
0.1197
298.8
10.95954
18.76
682
4,350
9,883
66.7
1
1
1
0
1
debt_consolidation
0.0976
482.32
12.072541
3.17
742
2,820
1,436
3.1
0
0
0
0
1
debt_consolidation
0.1292
168.28
10.647803
21.04
677
2,910.958333
13,073
55.9
3
0
0
1
1
all_other
0.1008
807.62
11.884489
1.73
762
7,769.958333
5,681
14.1
1
0
0
0
1
debt_consolidation
0.1039
811.27
11.407565
13.28
747
3,359.958333
48,556
10.9
0
0
0
0