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
0.0894
190.63
10.645425
21.2
727
6,059.958333
8,706
32.6
2
0
1
0
1
all_other
0.074
77.65
10.878047
14.9
767
6,059.958333
23,331
58.5
1
0
0
0
1
major_purchase
0.1183
662.68
10.767895
6.77
812
3,656
879
4.3
0
0
0
0
1
major_purchase
0.074
37.28
11.0021
6.8
762
7,982.958333
37,459
6.5
2
0
0
0
1
home_improvement
0.0859
94.84
10.558414
5.61
727
2,310
2,610
39
1
0
0
0
1
debt_consolidation
0.0859
316.11
10.491274
3.47
767
4,150.041667
9,389
22.2
0
0
0
0
1
debt_consolidation
0.0774
187.32
10.668955
23.22
762
8,099
11,413
22.7
1
0
0
0
1
major_purchase
0.1218
266.4
9.510445
1.24
747
2,549.958333
707
35.3
0
0
0
0
1
home_improvement
0.1287
168.17
10.874266
16.57
682
3,644.958333
1,465
63.7
1
0
0
1
1
credit_card
0.1392
392.58
11.082143
14.88
682
3,390
10,104
80.8
1
0
0
0
1
credit_card
0.1253
281.12
11.849398
8.36
697
9,389.958333
7,479
27.8
2
0
0
0
1
all_other
0.0788
312.81
10.858999
9.09
762
5,791.041667
7,386
33.9
0
0
0
0
1
all_other
0.1287
235.44
11.532728
18.69
687
7,980
22,845
69.4
3
0
0
0
1
credit_card
0.1287
403.6
10.827746
16.07
697
3,629.958333
19,137
42.5
0
0
0
0
1
debt_consolidation
0.1461
110.33
11.251561
16.44
662
4,709.958333
5,843
72.1
1
1
0
0
1
credit_card
0.0894
274.83
10.308953
11.8
767
7,080
3,590
30.7
0
0
0
0
1
all_other
0.1148
692.34
10.960653
10.53
757
5,190
4,800
25.9
0
0
0
0
1
all_other
0.0894
324.07
11.350407
0
757
3,910.958333
6,473
11.6
3
0
0
0
1
credit_card
0.1426
411.67
11.0021
16.28
702
5,550
26,331
96.9
0
0
0
0
1
credit_card
0.1114
328.04
10.818177
19.31
722
3,241.958333
6,648
47.1
0
0
0
0
1
debt_consolidation
0.16
852.57
11.695247
18.08
757
4,019.958333
12,067
20.7
0
0
0
1
1
major_purchase
0.1287
215.26
11.167261
11.09
687
6,660
12,267
40
3
0
1
1
1
debt_consolidation
0.1183
828.35
11.225243
8.74
807
5,280
0
0
3
0
0
0
1
all_other
0.1114
360.84
11.536329
1.54
757
4,259.958333
14,617
32
0
0
0
0
1
all_other
0.1218
333
10.778956
10.68
707
5,730
3,486
51.3
2
0
0
0
1
all_other
0.16
703.15
10.858999
0.6
682
2,640.041667
1,742
7.9
0
0
0
1
1
all_other
0.1148
65.94
10.819778
12.03
712
4,170
4,005
58.19
1
0
0
0
1
all_other
0.1357
509.53
10.703244
4.88
717
4,589.958333
6,588
79.4
1
0
0
0
1
debt_consolidation
0.1114
393.65
10.596635
16.71
752
5,557.041667
12,746
52.5
2
0
0
0
1
debt_consolidation
0.1218
333
10.596635
16.14
707
2,947.041667
10,006
68.5
0
0
0
0
1
all_other
0.0894
203.34
10.727663
0.26
782
5,399.958333
0
0
3
0
0
0
1
debt_consolidation
0.1218
532.8
10.691945
17.4
717
6,390
17,070
24.7
0
0
0
0
1
major_purchase
0.1322
338.01
11.608236
9.86
687
5,880
12,919
54.3
1
0
0
0
1
all_other
0.1531
146.23
10.308953
9.8
667
1,860
5,256
93.9
0
0
0
1
1
all_other
0.0859
205.47
10.373491
5.85
732
5,910.041667
2,400
12.8
3
0
1
0
1
all_other
0.1183
198.81
10.951095
14.77
722
5,280
9,107
93.9
0
0
0
0
1
debt_consolidation
0.0859
292.4
11.09741
14.16
747
5,009.958333
17,411
27.7
3
0
0
0
1
all_other
0.1461
137.91
10.571317
10.68
722
1,260
1,942
48.5
0
0
0
0
1
all_other
0.1287
815.61
12.036174
13.7
722
5,280.041667
44,889
73.6
0
0
0
0
1
debt_consolidation
0.1357
339.69
10.819778
15.53
702
9,089.958333
8,006
90
2
0
0
0
1
debt_consolidation
0.0894
98.5
10.778956
21.75
717
6,175
15,354
47.8
3
0
0
0
1
debt_consolidation
0.0894
158.86
10.238959
6.13
742
4,110
6,479
36.2
1
1
0
0
1
debt_consolidation
0.1253
401.6
10.915088
15.4
702
3,540
18,700
69.3
1
0
0
0
1
credit_card
0.0894
254.18
11.647456
11.87
742
7,050
53,066
53.9
2
0
0
0
1
all_other
0.074
62.12
11.289782
3.92
752
6,660
13,482
48.1
0
0
0
0
1
all_other
0.1114
590.47
11.630709
0.99
772
4,574.041667
0
0
0
0
0
0
1
all_other
0.1218
166.5
10.68967
8.67
692
3,239.958333
11,797
68.2
0
0
0
1
1
debt_consolidation
0.1809
506.74
10.348173
11.73
662
1,140
15,767
93.1
1
0
0
0
1
debt_consolidation
0.1531
208.9
10.723179
14.7
682
3,060.041667
6,474
93.8
1
0
0
0
1
debt_consolidation
0.1392
273.1
11.0021
6.42
677
5,789.958333
12,897
47.8
0
3
0
0
1
home_improvement
0.0894
317.72
10.473337
12.52
812
6,419.958333
2,600
12.3
0
0
0
0
1
home_improvement
0.074
124.24
11.798104
1.72
772
9,990.041667
10,583
16.9
2
0
0
0
1
debt_consolidation
0.16
527.36
11.082143
5.72
677
1,440
10,472
51.1
1
0
0
0
1
home_improvement
0.1148
824.22
11.05089
10.17
802
4,058.041667
2,148
7.7
1
0
0
0
1
debt_consolidation
0.1062
423.28
10.714418
23.55
722
3,874.041667
24,931
57.6
1
0
0
0
1
debt_consolidation
0.1253
510.37
10.494048
20.78
707
7,740.041667
22,376
47.9
1
1
0
0
1
all_other
0.1183
165.67
11.350407
20.57
717
4,980
5,147
51.5
1
0
0
0
1
debt_consolidation
0.16
168.76
11.492723
6.06
662
5,010
72,289
97.2
0
0
0
0
1
debt_consolidation
0.1322
507.01
10.463103
17.93
697
4,320
12,361
57.2
0
0
0
0
1
debt_consolidation
0.0859
300.3
10.491274
20.7
757
3,330.041667
9,324
32.2
0
0
0
0
1
major_purchase
0.0859
309.78
11.0021
14.46
792
4,110.041667
6
0
0
0
0
0
1
home_improvement
0.0859
316.11
11.418615
2.94
752
4,890.041667
10,373
28.7
0
0
0
0
1
credit_card
0.0894
222.41
10.896739
23.44
732
5,310.041667
16,405
66.1
2
0
0
0
1
debt_consolidation
0.1253
284.47
10.799576
19.06
712
2,670.041667
2,280
53
2
0
0
0
1
major_purchase
0.0859
316.11
10.878047
15.31
752
14,580
28,289
49.1
1
0
0
0
1
debt_consolidation
0.1392
51.21
10.896739
20.7
672
2,400.041667
1,449
90.6
1
0
0
1
1
debt_consolidation
0.1148
197.82
10.819778
1.87
717
13,110
4,133
14
0
0
0
0
1
all_other
0.0859
316.11
11.289782
6.52
802
5,460
2,010
2.1
1
0
0
0
1
credit_card
0.1218
532.8
11.695247
21.58
722
7,050.041667
85,896
70.9
0
0
0
0
1
debt_consolidation
0.1322
540.81
11.396392
5.66
732
5,160.041667
6,847
75.2
3
0
0
0
1
credit_card
0.1114
164.02
10.819778
5.88
717
5,280.041667
5,305
16.8
3
0
1
0
1
small_business
0.1392
238.96
11.05089
10.55
747
3,251
3,969
17.6
3
0
0
0
1
credit_card
0.1148
494.53
11.289782
14.31
737
7,170
38,142
45.7
0
0
0
0
1
debt_consolidation
0.0859
102.74
8.699515
6
732
2,157
1,215
32.8
1
0
0
1
1
debt_consolidation
0.1496
866.13
11.626254
19.09
707
4,860.041667
79,746
78.4
0
0
0
0
1
all_other
0.1253
117.14
10.275051
6.91
692
1,710
4,613
32.3
3
0
0
0
1
debt_consolidation
0.074
155.3
10.819778
17.93
772
9,420
16,685
47.5
0
0
0
0
1
debt_consolidation
0.1426
171.53
11.407565
15.6
727
7,560
28,532
99.4
1
0
0
0
1
debt_consolidation
0.0894
158.86
10.961278
14.33
727
7,020.041667
2,530
5.2
0
1
0
1
1
debt_consolidation
0.2121
746.24
11.736069
19.87
662
7,920
90,063
79.6
1
0
0
1
1
debt_consolidation
0.1426
343.06
11.440355
4.27
677
5,070
4,848
56.4
3
0
0
0
1
debt_consolidation
0.0774
187.32
10.596635
11.58
762
3,720.041667
1,940
12.5
0
0
0
0
1
debt_consolidation
0.0894
155.69
11.580584
10.65
727
3,330.041667
26,192
54.5
0
0
0
0
1
small_business
0.16
815.66
11.225243
0.56
752
5,520.041667
2,018
34.8
2
0
0
0
1
educational
0.0774
218.54
11.156251
12.32
752
3,270
3,233
10.4
3
0
0
0
1
all_other
0.1531
334.23
11.167614
21.31
672
4,023
34,009
90.7
0
0
0
0
1
debt_consolidation
0.1565
874.66
10.903815
9.84
687
5,487
5,734
36.5
0
0
0
0
1
debt_consolidation
0.0894
158.86
10.878047
24.34
732
4,290
25,295
62.5
2
0
0
0
1
all_other
0.1183
99.41
9.764225
20.34
732
1,920.041667
228
9.9
1
0
0
1
1
all_other
0.1148
32.97
10.134599
11.57
702
5,760
7,569
74.2
2
0
0
1
1
debt_consolidation
0.1218
832.5
12.206073
6.28
737
3,690.041667
15,169
35
0
0
0
1
1
educational
0.0859
237.08
11.03489
0
782
3,960
0
0
1
0
0
0
1
debt_consolidation
0.1461
620.56
10.933107
12.73
682
3,150
32,820
88.5
0
0
0
0
1
home_improvement
0.1148
49.46
10.404263
23.67
757
1,800
280
16.5
0
0
0
0
1
credit_card
0.1183
165.67
11.472103
23.75
702
7,530.041667
66,179
40.6
1
0
0
0
1
all_other
0.1496
164.57
10.16277
22.36
662
2,850
275
3.2
3
1
0
1
1
all_other
0.1635
176.65
11.0021
3.16
667
2,880
0
0
1
0
0
1
1
home_improvement
0.0894
317.72
11.234137
5.58
762
2,430
66
0.5
3
0
0
0
1
credit_card
0.0894
476.58
11.225243
5.55
777
6,840
1,892
5.3
2
0
0
0
1
credit_card
0.1392
546.2
11.397515
16.51
692
5,790
10,852
60.9
0
5
0
0