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
0.1531
522.23
11.0021
21.36
677
2,161
10,872
86.3
0
0
0
0
1
debt_consolidation
0.1531
696.31
11.264464
20.52
722
3,300
21,881
21.8
2
0
0
0
1
debt_consolidation
0.1357
407.63
11.264464
23.72
682
4,649.958333
28,843
84.8
1
0
0
0
1
debt_consolidation
0.1218
166.5
11.184421
24.73
692
5,160
22,457
81.7
0
0
0
0
1
all_other
0.0774
93.66
11.069758
1.27
762
1,890
4,347
7.4
0
0
0
0
1
small_business
0.1704
713.49
11.512925
12.65
702
4,110
6,939
31.4
3
0
0
0
1
debt_consolidation
0.1253
133.87
10.463218
2.3
692
3,539.958333
1,390
27.8
1
0
0
0
1
major_purchase
0.1148
115.39
10.463103
7.58
707
8,370
4,336
12.5
1
0
0
0
1
all_other
0.1183
662.68
11.225243
5.66
737
6,075.958333
25,818
53.5
0
0
0
0
1
educational
0.1114
65.61
10.645425
13.49
712
5,369.958333
11,817
15.7
0
0
0
0
1
credit_card
0.1322
87.89
10.203592
9.51
692
1,619.958333
47
0.5
3
1
0
0
1
debt_consolidation
0.1183
99.41
10.645425
24.75
697
3,119.958333
11,900
62.6
0
0
0
0
1
all_other
0.1739
143.39
10.870471
13.19
662
3,030
24,666
99.1
0
0
0
0
1
debt_consolidation
0.1357
366.86
10.915088
19.85
702
3,030
12,207
70.6
1
0
0
0
1
all_other
0.1183
132.54
10.714418
23.95
762
4,199.958333
0
0
0
0
0
0
1
debt_consolidation
0.1392
177.52
10.463103
8.09
677
3,720
6,194
53.4
0
0
0
0
1
educational
0.0859
316.11
10.596535
4.71
772
2,130
229
2.6
0
0
0
0
1
major_purchase
0.1148
395.63
10.956056
16.27
732
3,960
21,528
64.3
1
0
0
0
1
debt_consolidation
0.1357
407.63
10.858999
15.48
682
3,929.958333
8,718
45.6
0
0
0
0
1
debt_consolidation
0.1114
262.43
11.03489
9.54
732
2,520
2,970
6
0
0
0
0
1
credit_card
0.1253
33.47
10.190544
21.12
682
5,969.958333
17,080
44.1
0
2
0
0
1
all_other
0.1148
247.27
10.940224
9.68
737
3,779.958333
7,341
68.6
0
0
0
0
1
credit_card
0.1183
298.21
11.156251
10.83
712
2,459.958333
9,237
41.4
1
0
0
0
1
all_other
0.1565
227.41
10.657259
13.16
662
4,320
1,542
90.7
1
0
0
1
1
credit_card
0.1496
242.52
11.184421
12.59
662
2,130
8,018
29.8
1
0
0
0
1
home_improvement
0.1114
492.06
11.09741
13.98
752
7,260
17,312
68.4
2
0
0
0
1
small_business
0.1496
692.9
11.522876
14.48
767
5,400
21,076
48.1
1
0
0
0
1
debt_consolidation
0.1392
682.74
10.714418
7.95
697
8,130
18,367
79.9
1
0
0
0
1
debt_consolidation
0.1218
399.6
11.407565
16.27
707
2,820.958333
34,730
52.6
0
0
0
0
1
all_other
0.1114
164.02
11.0021
13.72
717
9,450
6,577
15.8
2
0
0
0
1
small_business
0.1392
358.44
11.163368
22.21
757
3,690
9,551
29.2
0
0
0
1
1
debt_consolidation
0.1426
480.29
11.608236
20.04
682
4,080
48,306
86.8
0
0
0
1
1
credit_card
0.1114
328.04
11.496796
12.45
732
4,890.041667
33,186
57.8
3
0
0
0
1
debt_consolidation
0.1253
167.34
9.862666
12.06
687
2,190
2,365
60.6
0
0
0
0
1
debt_consolidation
0.0894
397.15
10.645425
14.86
762
3,990
10,687
30.9
0
0
0
0
1
debt_consolidation
0.0894
317.72
11.711776
14.5
737
5,850
31,607
81
3
0
0
0
1
small_business
0.1531
530.94
11.982929
19.72
727
5,940
6,563
17.9
1
0
0
0
1
credit_card
0.0894
444.81
10.858999
10.89
762
4,807
8,447
50.9
0
0
0
0
1
credit_card
0.0859
410.94
10.933178
17.96
777
5,669.958333
13,368
34.7
2
0
0
0
1
all_other
0.0859
395.13
11.820381
5.87
772
4,080
5,068
16.6
3
0
0
0
1
all_other
0.1253
348.05
10.621425
11.5
712
2,130
2,045
14.4
3
0
0
0
1
all_other
0.1183
424.12
11.561716
9.71
717
8,446
31,280
51.2
1
0
0
0
1
credit_card
0.0774
237.27
10.696661
5.67
772
5,609.958333
6,616
24.4
1
0
0
0
1
debt_consolidation
0.1322
676.02
11.407565
18.03
812
3,929.958333
32,422
95.6
1
0
0
0
1
all_other
0.0859
173.86
10.652826
12.11
782
2,280
39
0.3
0
0
0
0
1
major_purchase
0.0859
316.11
11.711809
2.85
792
5,639.958333
16
0
3
0
0
0
1
debt_consolidation
0.1287
622.22
11.884489
1.62
712
4,080
25,063
53.3
0
0
0
0
1
major_purchase
0.0774
156.1
10.584056
10.27
797
5,490
2,629
8.8
2
0
0
0
1
all_other
0.0859
63.23
12.144219
8.55
722
4,979.958333
26,702
75
0
0
0
0
1
home_improvement
0.1287
336.34
11.512925
15.67
692
4,380
32,268
73
3
0
0
0
1
debt_consolidation
0.1253
411.64
10.348173
22.12
702
2,280
14,537
77.3
0
0
0
0
1
debt_consolidation
0.1218
499.5
10.858999
8.88
747
11,129.95833
9,184
50.5
0
0
0
0
1
all_other
0.1635
229.64
9.991498
8.74
677
1,259.958333
6,467
82.9
3
0
0
0
1
major_purchase
0.1496
34.65
10.518673
18.26
667
1,410
3,150
54.3
0
0
0
0
1
debt_consolidation
0.1148
652.78
11.661345
1.29
767
5,970
4,110
34.5
0
0
0
0
1
debt_consolidation
0.1322
676.02
11.350407
16.63
707
4,529.958333
25,299
58.2
2
0
0
0
1
debt_consolidation
0.0774
312.19
10.778956
2.38
797
5,400
4,650
14.1
0
0
0
0
1
credit_card
0.1183
662.68
10.819858
21.48
737
3,960
32,556
82
0
0
0
0
1
all_other
0.1253
200.8
11.736069
11.11
687
5,190
19,058
41.8
0
0
0
0
1
credit_card
0.1183
662.68
11.407565
14.55
737
6,119.958333
24,839
81.2
0
0
0
0
1
credit_card
0.1357
271.75
11.184421
14.28
682
4,740
8,180
88.1
1
0
0
0
1
debt_consolidation
0.1531
409.08
10.819858
22.51
667
3,878.958333
32,470
87.5
3
0
0
0
1
credit_card
0.0894
508.35
11.736069
13.16
772
7,320
78,059
28.3
0
0
0
0
1
credit_card
0.1183
497.01
10.348173
13.04
727
6,359.958333
16,566
43
0
0
0
0
1
all_other
0.16
105.48
9.998798
6.71
697
3,929.958333
2,196
99.8
0
0
0
1
1
debt_consolidation
0.0774
218.54
10.768485
17.81
752
4,770
7,125
34.4
1
0
0
0
1
debt_consolidation
0.1218
290.55
10.275189
20.31
702
2,950
5,830
36.9
0
0
0
0
1
debt_consolidation
0.1461
689.51
11.736069
14.19
687
9,930
31,076
79.7
0
0
0
0
1
debt_consolidation
0.1148
659.37
11.18267
11.37
747
7,380
26,967
63
0
0
0
0
1
all_other
0.0859
113.8
10.596635
10.32
727
3,809.958333
3,376
49.3
0
2
0
0
1
debt_consolidation
0.1461
172.38
11.461632
0.25
697
3,300
521
57.9
0
1
0
1
1
debt_consolidation
0.1426
54.89
10.778956
16.15
667
2,670
1,587
41.8
2
0
0
0
1
all_other
0.1148
138.47
11.082143
11.11
722
4,380
4,351
76.3
0
0
0
0
1
debt_consolidation
0.1392
160.45
10.221941
21.6
667
5,550
2,960
82.2
0
0
1
0
1
small_business
0.1392
211.65
10.657259
24.04
747
4,110
665
10.6
3
0
0
0
1
major_purchase
0.0774
218.54
12.100712
4.31
787
8,730
205
0.6
3
0
0
0
1
major_purchase
0.0894
381.26
11.512925
11.27
747
4,649.958333
23,270
41
1
0
0
0
1
debt_consolidation
0.1531
226.3
10.599132
23.64
672
3,419.958333
17,512
90.3
0
0
0
0
1
home_improvement
0.1253
502
11.289782
0.13
802
7,102
9
0.1
0
0
0
0
1
all_other
0.1218
499.5
11.418615
0.01
782
2,789.958333
6,321
12.3
4
0
0
1
1
all_other
0.074
86.97
8.987197
15.15
752
2,190
2,146
20.2
0
0
0
0
1
debt_consolidation
0.1218
499.5
11.269681
18.26
717
7,320
32,207
61.7
3
0
0
0
1
home_improvement
0.1322
338.01
10.373491
3.6
777
1,800
0
0.04
0
0
0
0
1
small_business
0.1704
713.49
12.135983
12.5
702
6,510
21,048
58.1
0
0
0
1
1
home_improvement
0.1426
229.85
10.348173
10.08
677
4,860
6,007
34.1
0
1
0
0
1
all_other
0.1357
169.85
10.830362
14.75
687
3,899.958333
0
0
0
1
0
0
1
debt_consolidation
0.1253
522.08
11.350359
9.05
717
1,770
5,760
22.5
0
0
0
1
1
credit_card
0.16
467.6
10.593505
4.6
667
1,709.958333
11,086
79.2
0
0
0
0
1
debt_consolidation
0.1392
682.74
11.286037
17.09
697
4,684
26,379
79.9
0
0
0
0
1
debt_consolidation
0.1253
167.34
9.903688
11.04
707
1,739.958333
6,361
34.7
0
0
0
0
1
home_improvement
0.1253
401.6
11.21182
8.29
707
8,969.958333
4,358
46.4
2
0
0
0
1
all_other
0.0774
191.22
11.230563
12.86
757
6,029.958333
5,583
12.5
1
0
0
0
1
home_improvement
0.1148
659.37
12.429216
6.89
762
5,729.958333
18,068
42.7
1
0
0
0
1
all_other
0.1253
669.33
11.728037
1.61
772
3,449.958333
2,757
0
4
0
0
1
1
debt_consolidation
0.0894
190.63
11.0021
22.48
742
5,190
7,056
27.9
4
0
0
0
1
educational
0.1114
164.02
10.308953
14.48
762
2,940
135
1.8
0
0
0
0
1
all_other
0.1183
231.94
11.082143
23.39
712
2,940
14,425
41.9
1
0
0
0
1
debt_consolidation
0.0894
317.72
12.100712
4.33
742
4,259.958333
1,341
12.1
3
0
0
1
1
debt_consolidation
0.167
619.5
11.03489
22.06
672
4,649.958333
24,971
61.4
1
0
0
0
1
debt_consolidation
0.1114
295.24
11.184421
9.87
732
4,020
23,255
45.1
3
0
0
0