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
0.1148
428.59
10.714418
6
732
3,300
11,574
14.9
1
1
0
1
1
credit_card
0.1253
669.33
11.369863
20.13
717
6,210
51,324
63.6
0
0
0
0
1
credit_card
0.1392
682.74
11.589887
4.62
742
4,440
4,588
91.8
0
0
0
0
1
credit_card
0.1062
150.59
11.156251
19.94
707
12,150
34,299
68.3
0
0
0
0
1
debt_consolidation
0.1183
281.64
11.338572
13.63
727
5,550.041667
44,643
90
1
0
0
0
1
debt_consolidation
0.1565
258.9
11.184421
9.32
662
5,040
5,001
84.8
0
1
1
0
1
debt_consolidation
0.1025
323.85
11.440355
2.71
717
6,138.041667
9,612
41.1
3
0
0
0
1
major_purchase
0.1114
196.83
11.082143
0.52
782
3,420.041667
906
11.6
0
0
0
0
1
debt_consolidation
0.1183
265.08
10.896739
21.98
712
2,190
8,959
65.9
2
0
0
0
1
all_other
0.1183
115.97
11.407565
4.33
717
3,510.041667
11,999
94.5
0
0
0
1
1
small_business
0.167
170.41
11.03489
23.86
677
4,590.041667
3,024
24.4
3
0
0
0
1
debt_consolidation
0.0774
202.93
9.798127
18
787
4,110.041667
2,816
13.2
0
0
0
0
1
all_other
0.1114
147.62
9.392662
17
772
14,640
5,326
40
1
0
0
0
1
debt_consolidation
0.1025
777.24
11.066638
7.59
782
6,300.041667
14,882
28.2
0
0
0
0
1
credit_card
0.0859
316.11
10.896739
9.98
752
6,930
21,131
32.2
0
0
0
0
1
debt_consolidation
0.0894
460.69
10.839581
10.96
777
6,399.041667
1,461
3.1
0
0
0
0
1
credit_card
0.0859
189.67
11.686879
8.21
742
6,120
27,116
41.6
1
0
0
0
1
major_purchase
0.0774
140.49
10.596635
16.02
747
3,815.041667
1,580
29.3
1
0
0
0
1
credit_card
0.16
316.42
11.373663
10.86
687
5,550.041667
14,679
86.3
3
0
0
0
1
debt_consolidation
0.1739
358.48
10.878047
22.35
672
14,580
19,099
99
1
0
1
0
1
debt_consolidation
0.1461
689.51
11.03489
9.41
682
4,050
20,976
39.1
0
1
0
1
1
major_purchase
0.1843
872.88
13.304685
7.09
662
6,120
58,222
39
1
0
0
1
1
home_improvement
0.1357
509.53
11.957611
8.88
687
3,359.041667
92,755
49.2
1
0
0
0
1
all_other
0.0859
126.45
11.71994
7.67
742
5,850
32,282
66.6
2
0
0
0
1
all_other
0.1183
165.67
9.903488
17.64
722
5,490
784
41.3
0
0
0
0
1
all_other
0.167
170.41
11.200951
19.98
692
3,723.041667
15,934
99
3
0
0
1
1
debt_consolidation
0.1218
807.53
11.127263
18.67
737
5,550.041667
63,437
65.2
0
0
0
0
1
all_other
0.0774
156.1
11.119883
0.6
752
3,090.041667
1,248
9.3
0
0
0
0
1
all_other
0.1426
274.45
10.878047
22.46
672
4,110.041667
3,527
84
3
0
0
0
1
debt_consolidation
0.1148
553.87
11.418615
10.77
747
7,290
17,502
65.8
0
0
0
0
1
all_other
0.1183
49.71
9.392662
1.5
732
1,680.041667
246
24.6
0
0
0
0
1
educational
0.1253
334.67
12.160029
12.2
712
8,340
444
2.5
0
0
0
0
1
home_improvement
0.1114
492.06
11.461632
24.87
747
9,788
50,662
14.8
0
1
0
0
1
small_business
0.1565
349.87
10.714418
5.41
752
4,410
5,695
59.9
0
0
0
1
1
credit_card
0.1114
426.45
11.154349
10.43
742
5,226.041667
12,724
50.9
1
0
0
0
1
debt_consolidation
0.1148
692.34
11.225243
15.63
747
7,680
23,860
55.5
1
0
0
0
1
major_purchase
0.1218
99.9
9.980449
1.67
727
3,090.041667
37
1.1
0
0
0
0
1
all_other
0.1148
263.75
10.736397
15.1
737
2,400.041667
13,415
43.6
0
0
0
0
1
debt_consolidation
0.1287
373.33
11.042922
19.99
692
3,450.041667
9,505
59.8
0
0
0
0
1
debt_consolidation
0.1287
504.5
10.545341
21.98
702
1,920.041667
15,432
64
2
0
0
0
1
all_other
0.1253
702.8
10.463103
6.65
727
1,650.041667
7,191
27
0
0
0
0
1
major_purchase
0.1183
297.38
10.085809
20.65
732
2,069.041667
2,678
33.5
1
0
0
0
1
debt_consolidation
0.1496
840.15
11.027556
20.16
702
3,690
21,111
75.7
3
0
0
0
1
all_other
0.1148
758.28
11.608236
11.04
772
4,920.041667
60,184
46.7
0
0
0
0
1
all_other
0.0859
94.84
11.647806
0.16
752
1,956.041667
531
35.4
0
0
0
0
1
home_improvement
0.1114
131.22
10.968198
5.86
717
4,230.041667
823
5.1
0
0
0
0
1
credit_card
0.1253
267.74
11.284267
7.81
692
3,780.041667
10,750
47.1
0
0
0
0
1
all_other
0.1392
170.69
10.422281
15.68
687
1,500
3,450
32.2
1
0
0
0
1
debt_consolidation
0.1357
390.64
10.491274
12.1
682
3,540.041667
13,782
22.7
0
0
0
0
1
home_improvement
0.1253
66.94
9.92329
24.35
717
3,390.041667
0
0
1
1
0
0
1
credit_card
0.1496
692.93
11.289782
20.76
677
3,240
22,737
87.4
2
0
0
0
1
major_purchase
0.1114
492.06
11.042922
9.35
767
5,370.041667
19,639
39.1
2
0
0
1
1
all_other
0.16
98.45
10.645425
22.31
697
3,006.041667
14,850
99
0
0
0
0
1
debt_consolidation
0.0859
269.48
10.896739
10.56
782
4,110.041667
3,168
15.1
0
0
0
0
1
home_improvement
0.1565
874.66
11.112448
13.65
687
6,510
11,325
43.9
1
0
0
0
1
debt_consolidation
0.1183
215.38
10.379722
22.25
722
4,020
1,604
72.9
0
0
0
0
1
home_improvement
0.1392
573.5
11.095226
17.49
687
4,620.041667
19,158
64.7
1
1
0
0
1
debt_consolidation
0.1148
296.72
10.126631
16.7
722
3,390.041667
1,557
51.9
0
0
0
0
1
credit_card
0.1218
719.28
12.363076
12.88
732
7,530.041667
58,974
71.7
0
0
0
0
1
debt_consolidation
0.0859
379.33
11.373663
18.8
772
4,627.041667
17,757
23.5
0
0
0
0
1
all_other
0.0894
190.63
10.268131
15.08
722
2,220
3,322
21.3
0
0
0
0
1
debt_consolidation
0.1461
206.86
10.714418
16.67
662
2,310.041667
7,367
79.8
2
0
0
0
1
debt_consolidation
0.1392
409.65
11.964001
18.75
702
7,110.041667
139,636
95.6
0
0
0
0
1
debt_consolidation
0.1426
514.59
11.004297
8.94
682
2,400.041667
14,917
64.3
0
0
0
0
1
debt_consolidation
0.1461
137.91
9.574983
4.92
682
1,350.041667
1,737
48.2
1
0
0
0
1
debt_consolidation
0.1426
686.12
11.112448
11.23
687
2,220
20,833
84.7
2
0
0
0
1
debt_consolidation
0.0859
221.28
10.645425
13.86
757
5,730.041667
0
0
0
0
0
0
1
small_business
0.1635
529.94
11.849398
11.25
702
5,512
21,229
64.7
2
0
0
0
1
all_other
0.1461
96.54
9.501516
3.14
672
15,990
709
22.9
0
0
0
0
1
home_improvement
0.1287
168.17
11.589887
16.04
682
5,430
1,405
23.4
1
0
0
0
1
debt_consolidation
0.1426
111.5
9.92329
22.41
667
3,450.041667
7,986
81.5
1
0
1
1
1
debt_consolidation
0.1809
904.88
11.571194
16.37
672
5,106
22,792
76.7
2
0
0
0
1
debt_consolidation
0.1287
403.6
10.596635
19.32
697
2,640.041667
10,602
60.6
2
0
0
1
1
debt_consolidation
0.0774
199.8
9.655026
12.69
757
5,850
7,633
28.8
0
1
0
0
1
debt_consolidation
0.1114
485.5
10.308953
15.52
737
4,020
8,458
28.6
1
0
0
0
1
major_purchase
0.0894
254.18
10.518673
21.41
742
14,923
3,276
11.3
1
0
0
0
1
debt_consolidation
0.1114
295.24
10.085809
12.1
737
2,370.041667
9,107
63.2
1
0
0
0
1
debt_consolidation
0.1531
870.39
11.695247
8.39
692
3,480.041667
14,927
39.1
0
0
0
0
1
all_other
0.1183
662.68
12.388394
2.73
737
4,800
1,260
7.2
0
0
1
1
1
debt_consolidation
0.1183
53.02
11.058795
12.26
712
3,900.041667
3,221
74.9
2
0
0
0
1
debt_consolidation
0.0894
254.18
11.0021
3.62
747
3,060.041667
7,610
34
0
0
0
0
1
home_improvement
0.1148
593.44
11.429544
7.84
752
14,761.04167
2,522
34.5
4
1
0
0
1
home_improvement
0.1183
828.35
12.388394
14.77
757
3,750.041667
51,669
26.7
3
0
0
0
1
debt_consolidation
0.1426
343.06
11.082143
3.42
677
3,530.041667
10,141
47.4
0
1
1
0
1
all_other
0.1287
336.34
11.350407
15.8
697
5,010.041667
7,241
44.7
2
0
0
0
1
debt_consolidation
0.1719
107.24
9.862666
5.13
667
1,161
1,441
32
0
1
0
0
1
debt_consolidation
0.0859
158.06
10.308953
9.04
757
8,160.041667
363
2
0
0
0
1
1
major_purchase
0.0774
312.19
10.286298
21.4
772
4,410
2,656
5.2
0
0
0
0
1
all_other
0.1392
136.55
10.361214
17.77
677
1,590.041667
8,768
61.7
1
0
0
0
1
debt_consolidation
0.1774
720.42
11.149082
23.17
662
7,170.041667
24,390
64
0
0
0
0
1
debt_consolidation
0.1183
331.34
10.858999
10.78
762
4,717
12,356
52.6
1
0
0
0
1
all_other
0.1218
99.9
11.198215
21.11
687
5,310.041667
15,421
67.6
0
0
0
0
1
all_other
0.1114
164.02
11.289782
11.07
722
4,800
918
35.3
1
0
0
0
1
small_business
0.1531
417.79
11.0021
14.3
732
2,371.041667
19,068
89.9
0
0
0
0
1
debt_consolidation
0.0859
158.06
10.819778
8.02
737
3,780.041667
13,736
30.7
1
0
0
0
1
small_business
0.1719
185.89
11.141862
0.57
687
6,840.041667
3,594
83.6
1
0
1
0
1
all_other
0.0705
247.2
11.156251
7.92
782
8,760
5,236
8.7
2
0
0
0
1
debt_consolidation
0.1253
334.67
11.360939
10.81
702
3,750.041667
23,152
71.5
0
0
0
0
1
all_other
0.074
86.97
9.655026
15.46
762
10,443.04167
641
40.1
0
0
0
0
1
home_improvement
0.1531
870.39
12.323856
1.35
702
6,510
0
0
1
2
0
0