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
0.1322
202.81
10.991426
14.47
682
4,289.958333
6,891
59.8
0
0
0
0
1
home_improvement
0.1357
339.69
11.711776
8.38
682
5,160
865
72.1
3
0
0
0
1
all_other
0.1531
174.08
10.768401
3.79
672
3,030
2,029
20.3
3
0
0
1
1
major_purchase
0.1218
59.94
11.251457
5.3
692
5,729.958333
1,836
34.6
1
1
0
0
1
all_other
0.0774
156.1
11.512925
10.24
752
5,729.958333
15,509
25.7
1
0
0
0
1
home_improvement
0.0894
571.89
11.289782
5.37
777
6,990
17,915
17
3
0
0
1
1
debt_consolidation
0.1218
166.5
10.887437
10.5
692
6,119.958333
4,819
55.3
0
0
0
0
1
debt_consolidation
0.1426
462.27
10.463103
22.11
687
3,330
18,522
93.1
0
0
0
1
1
debt_consolidation
0.1357
467.07
11.982929
9.43
692
5,820
105,576
68.6
0
0
1
0
1
debt_consolidation
0.1287
311.11
10.22034
18.97
687
2,550
9,666
83.3
0
0
0
0
1
all_other
0.1322
236.61
10.23996
15.09
687
3,929.958333
2,896
10.3
0
0
0
0
1
debt_consolidation
0.1322
507.01
10.858922
1.96
717
1,409.958333
2,425
29.2
0
0
0
0
1
credit_card
0.0894
349.49
11.81303
13.79
762
9,299.958333
2,308
33
3
0
0
0
1
debt_consolidation
0.1253
669.33
11.40534
18.72
712
2,910
55,770
62
0
0
0
0
1
debt_consolidation
0.1114
492.06
11.225243
8.05
767
5,759.958333
5,404
5.2
0
0
0
0
1
debt_consolidation
0.1287
210.21
10.819858
21.84
692
4,349.958333
28,565
70
1
0
0
0
1
educational
0.1218
511.16
10.902058
15.47
742
4,619.958333
15,713
27.9
5
0
0
1
1
debt_consolidation
0.1287
504.5
11.373663
13.38
707
5,667.041667
14,045
29.4
1
0
0
1
1
all_other
0.074
105.61
10.596635
15.03
757
5,610
12,361
43.7
0
0
0
0
1
debt_consolidation
0.1565
489.81
10.819778
6
662
3,270
1,221
12.2
3
0
0
0
1
all_other
0.1809
289.57
10.70907
13.81
677
4,949.958333
8,704
16.1
2
2
0
0
1
major_purchase
0.0774
124.88
11.147066
10.83
762
3,209.958333
2,976
38.6
0
0
0
0
1
debt_consolidation
0.1148
522.55
10.491274
22.47
737
4,020
19,796
30.1
1
0
0
0
1
major_purchase
0.074
77.65
12.133502
4.06
757
10,320
14,063
50.2
1
0
0
0
1
debt_consolidation
0.0894
476.58
11.635179
6.24
792
7,800
19,367
9.1
0
0
0
0
1
home_improvement
0.1392
204.83
11.472103
7
682
6,509.958333
4,417
78.9
0
0
0
0
1
debt_consolidation
0.1114
328.04
10.308953
12.92
727
4,470
14,257
29.5
0
0
0
1
1
educational
0.0774
156.1
11.05089
0.38
782
2,286
1,137
4.3
1
0
0
0
1
credit_card
0.1392
682.74
11.141862
14.99
742
8,279.958333
13,631
80.7
7
0
0
1
1
all_other
0.1357
101.91
10.596635
22.98
672
4,500
17,590
80.7
1
0
1
0
1
debt_consolidation
0.1253
669.33
11.350407
24.56
717
4,830
21,621
60.1
1
0
0
1
1
debt_consolidation
0.1218
172.33
9.615805
13.12
707
1,530
6,947
53.4
0
0
0
1
1
debt_consolidation
0.1114
524.86
11.251561
5.84
757
13,379.95833
20,015
34.9
0
0
0
0
1
small_business
0.1635
706.59
10.985293
2.87
762
2,580
11,341
32.2
1
0
0
0
1
educational
0.1218
64.11
10.308953
8.36
712
1,349.958333
277
46.2
2
0
0
0
1
all_other
0.1287
117.72
10.518673
9.79
682
2,220
9,868
73.1
3
0
0
0
1
all_other
0.1287
134.54
9.798127
13.8
692
3,210
9,794
75.9
0
0
0
1
1
debt_consolidation
0.1218
599.4
11.608236
8.23
722
5,429.958333
15,533
79.3
1
0
0
0
1
all_other
0.0859
316.11
10.858999
14.35
752
7,051
16,375
28
1
0
0
0
1
credit_card
0.1183
662.68
12.058153
13.22
747
4,350
10,767
50.3
0
0
0
0
1
home_improvement
0.1148
395.63
10.819778
12.41
757
2,460.958333
2,071
23
4
0
0
0
1
all_other
0.1947
737.94
11.918391
0.98
667
6,419.958333
29,518
97.4
0
0
0
0
1
home_improvement
0.1253
267.74
10.778956
4.97
772
4,383
2,958
7.6
7
0
0
0
1
credit_card
0.1148
494.53
11.191342
23.9
737
4,860
38,876
59.6
2
0
0
1
1
credit_card
0.0859
177.02
10.571317
8.34
737
2,700
2,639
24
1
0
0
0
1
debt_consolidation
0.1426
548.9
10.714418
14.67
682
3,959.958333
9,092
23.2
0
0
0
1
1
debt_consolidation
0.1183
497.01
11.074421
11
732
2,879.958333
8,318
50.7
1
0
0
0
1
debt_consolidation
0.1426
111.5
10.819778
19.2
667
4,264.958333
9,625
49.1
2
0
0
0
1
debt_consolidation
0.0859
316.11
11.0021
3.78
767
3,390
3,252
13.7
0
0
0
0
1
debt_consolidation
0.1218
116.55
11.691072
13.42
692
8,880
25,873
63.9
2
0
1
0
1
debt_consolidation
0.1218
93.24
11.461632
16.96
697
8,130
40,868
86.6
3
0
0
1
1
credit_card
0.1218
549.45
11.225243
16.06
717
5,039.958333
43,373
66.9
0
0
0
0
1
debt_consolidation
0.1218
499.5
10.819778
21.24
722
3,300
7,322
31.8
0
0
0
1
1
educational
0.1183
410.87
11.944708
17.38
717
7,169.958333
452
8.4
1
0
0
0
1
all_other
0.1148
69.24
10.714418
18.24
717
1,830
6,554
55.1
2
0
0
0
1
all_other
0.1218
366.3
11.695247
9.38
707
11,460
9,772
41.8
1
0
0
0
1
credit_card
0.0859
202.31
10.73422
15.24
747
8,400
13,010
36.8
0
0
0
0
1
major_purchase
0.1148
659.37
10.534334
10.19
767
3,959.958333
5,110
36.5
0
0
0
0
1
credit_card
0.0859
271.85
11.461632
16.16
752
4,050
30,330
30.9
2
0
0
0
1
small_business
0.1774
720.42
11.243319
7.04
702
5,100
11,829
74.4
3
0
1
0
1
debt_consolidation
0.1357
679.37
11.407565
5.13
707
3,929.958333
17,470
25.1
0
1
0
0
1
all_other
0.0894
190.63
11.0021
1.16
732
5,309.958333
2,731
9.2
0
0
1
0
1
debt_consolidation
0.1287
815.61
12.254863
8.13
722
8,130
30,159
63.6
1
1
0
0
1
all_other
0.1287
151.35
11.849426
18.99
682
3,959.958333
778
33.8
0
4
0
0
1
debt_consolidation
0.1148
576.95
11.09741
11.71
737
3,780
18,277
50.8
1
0
0
0
1
small_business
0.1496
710.23
11.407565
16.12
752
10,290
5,090
7.1
0
0
0
0
1
small_business
0.1357
161.36
10.126631
5.09
787
4,800
44,834
0
0
0
0
0
1
debt_consolidation
0.1704
292.53
11.184421
15.87
682
8,579.958333
13,641
98.8
2
0
1
0
1
debt_consolidation
0.1148
560.47
11.472103
23.18
742
5,280
11,265
24.3
0
0
0
0
1
small_business
0.1565
874.66
11.522876
9.01
737
5,039.958333
52,307
62.6
3
0
0
1
1
debt_consolidation
0.1392
273.1
11.21182
4.2
677
5,369.958333
9,172
66
1
0
1
0
1
debt_consolidation
0.167
464.19
10.954309
19.89
682
2,910
3,368
99.1
0
0
0
0
1
credit_card
0.1114
196.83
11.851538
17.3
717
5,220
61,431
74.1
2
0
0
0
1
all_other
0.1287
269.07
10.668955
15.04
702
9,720.958333
4,616
41.6
1
1
0
0
1
debt_consolidation
0.1183
497.01
11.054429
15.87
732
8,460
26,127
44.8
1
0
0
1
1
debt_consolidation
0.1357
441.6
10.588829
24.04
702
8,850
20,688
91.5
0
0
0
1
1
all_other
0.1148
395.63
10.043423
0
777
7,050
0
0
4
0
0
0
1
all_other
0.16
98.45
10.416191
14.77
662
1,319.958333
339
12.1
2
0
0
1
1
debt_consolidation
0.1287
235.44
11.082204
9.12
687
2,250
7,361
72.2
0
0
0
0
1
debt_consolidation
0.1253
234.27
10.915088
21.23
697
5,399.958333
28,606
84.1
0
0
0
0
1
debt_consolidation
0.1218
372.96
10.491274
11.1
707
6,449.958333
17,715
79
0
0
0
0
1
home_improvement
0.0859
379.33
11.77529
6.61
772
5,820
11,867
21.4
3
0
0
0
1
debt_consolidation
0.1183
497.01
12.114484
9.26
732
5,700.958333
75,854
46.2
1
1
0
1
1
debt_consolidation
0.0894
317.72
11.225243
12.64
737
5,280
36,161
46.4
1
0
0
0
1
major_purchase
0.1218
149.85
11.338572
0.07
707
3,660
5
0.1
0
0
0
0
1
debt_consolidation
0.1426
343.06
10.868568
13.49
687
5,640
7,573
48.5
2
0
0
1
1
debt_consolidation
0.1114
426.45
10.985293
18.63
742
5,520
25,195
24.2
0
0
0
0
1
credit_card
0.1287
807.2
12.611538
0.54
777
4,319.958333
5,068
46.1
1
0
0
0
1
debt_consolidation
0.1565
874.66
11.982929
16.79
687
2,520
30,459
67.8
1
0
0
0
1
debt_consolidation
0.1496
346.45
12.013701
10.33
722
4,770
27,495
98.2
0
0
0
0
1
debt_consolidation
0.1114
557.66
11.238489
6.65
762
6,839.958333
6,542
32.7
1
0
0
1
1
debt_consolidation
0.0894
158.86
10.085809
19.2
727
1,950
5,089
56.5
0
0
0
0
1
debt_consolidation
0.1461
172.38
11.0021
20.92
712
5,674.958333
3,179
20.6
1
0
0
0
1
all_other
0.0774
185.76
10.714418
11.39
792
4,410
711
2.5
1
0
0
0
1
all_other
0.0774
56.2
10.211119
1.46
787
5,490
2,701
3.2
4
0
0
0
1
debt_consolidation
0.1183
614.64
10.668955
5.86
732
4,649.958333
10,133
25.6
2
0
0
0
1
debt_consolidation
0.1774
432.26
11.082143
24.13
677
5,100
19,714
97.6
0
0
0
0
1
credit_card
0.0859
79.03
11.350407
23.53
732
7,169.958333
80,572
71.4
0
0
0
0
1
debt_consolidation
0.1322
304.21
10.968198
16.9
677
4,289.958333
11,274
72.5
3
0
0
0
1
all_other
0.1287
319.52
11.918391
2.5
697
5,069.958333
3,267
12.1
0
0
0
0