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
home_improvement
0.1347
305.31
10.465956
21.91
757
3,419.958333
615
6.1
7
0
0
0
1
all_other
0.0932
111.82
11.373663
13.5
727
5,011
18,695
53.7
3
0
0
0
1
home_improvement
0.1568
385.02
10.819858
13.94
667
1,770
11,929
48.7
0
0
0
0
1
debt_consolidation
0.0963
320.95
10.308953
15.88
762
3,630
4,532
33.6
0
0
0
1
1
debt_consolidation
0.08
188.02
11.429587
5.07
752
8,162.958333
21,365
39.4
0
0
0
1
1
debt_consolidation
0.1474
414.45
10.896739
4.62
697
5,219.958333
7,956
48.5
0
1
0
0
1
all_other
0.1253
301.2
10.596635
0.9
732
15,420.95833
114
2.8
0
0
0
0
1
credit_card
0.0768
171.55
11.156251
10.32
782
5,549.958333
7,537
17.9
0
0
0
0
1
debt_consolidation
0.1537
174.24
10.530495
22.92
662
4,079.958333
7,566
47.3
1
1
0
0
1
debt_consolidation
0.0963
320.95
11.0021
9.44
747
5,219.958333
23,186
61.5
1
0
0
1
1
small_business
0.1347
203.54
10.596635
4.62
677
2,249.958333
7,110
58.3
0
0
1
0
1
debt_consolidation
0.1726
429.41
11.167643
2.71
667
5,969.958333
3,505
33.4
2
0
0
0
1
debt_consolidation
0.1474
51.81
10.584056
20.35
677
1,380
7,616
44.8
0
0
0
0
1
home_improvement
0.08
31.34
11.127263
9.21
742
6,480
4,434
16.9
0
0
0
0
1
small_business
0.1379
272.61
11.0021
10.54
682
7,049.958333
12,927
33.1
0
0
0
0
1
major_purchase
0.0768
112.29
10.325482
10.54
752
2,190.958333
1,859
11.4
0
0
0
0
1
all_other
0.1253
184.07
10.239817
22.72
702
2,939.958333
3,972
37.8
1
0
0
0
1
debt_consolidation
0.1632
847.53
11.289732
14.93
682
3,689.958333
30,564
78.6
2
0
0
0
1
debt_consolidation
0.1347
508.84
10.887437
14.06
702
11,460
7,701
30.3
1
3
0
0
1
credit_card
0.1347
488.49
11.03489
10.35
702
1,829.958333
17,499
60
0
0
0
0
1
all_other
0.1284
64.72
9.615805
10.48
702
2,321.958333
653
3.7
1
0
0
0
1
debt_consolidation
0.08
172.35
10.950807
18.76
747
3,299.958333
40,383
63
3
0
0
0
1
all_other
0.1284
201.71
10.645425
15.29
692
5,219.958333
5,826
31.5
0
1
0
0
1
credit_card
0.1505
520.37
10.645425
15.43
687
4,170
21,980
51.5
2
0
0
0
1
all_other
0.1095
297.7
11.30472
0.15
692
4,379.958333
517
8.9
0
1
0
0
1
debt_consolidation
0.1411
342.29
11.112448
6.86
682
5,249.958333
9,583
77.3
1
0
0
0
1
all_other
0.1095
261.71
10.596535
22.98
692
7,230
25,336
48.5
1
0
0
1
1
debt_consolidation
0.1474
331.56
10.915161
20.88
682
2,880
19,226
93.1
2
0
0
0
1
small_business
0.1537
48.79
10.491274
5.07
712
2,220.958333
0
11.3
2
0
0
0
1
debt_consolidation
0.1474
189.96
10.19556
21.33
672
3,450
12,041
59.3
3
0
0
0
1
debt_consolidation
0.1505
529.05
10.725468
11.76
682
1,469.958333
10,244
43.2
2
0
0
0
1
credit_card
0.1347
295.13
11.159616
20.43
707
4,680
19,450
92.6
3
0
0
0
1
home_improvement
0.1411
222.49
11.198215
11.59
767
5,522.958333
0
34.5
1
0
0
1
1
debt_consolidation
0.1347
398.6
11.492723
16.4
697
4,350
30,993
71.2
0
0
0
0
1
home_improvement
0.0737
62.1
11.082143
2.38
782
3,749.958333
3,630
10.1
0
0
0
0
1
debt_consolidation
0.0963
224.66
10.085809
7.85
727
5,400
13,197
22
2
0
0
0
1
all_other
0.08
94.01
10.680516
5.49
737
2,490
2,786
39.2
2
0
0
0
1
all_other
0.0963
256.76
10.645425
9.03
742
2,969.958333
14,894
48.1
3
0
0
0
1
debt_consolidation
0.08
203.69
11.429544
6.59
807
8,190
713
3.9
0
0
0
0
1
educational
0.1221
39.98
10.348173
4.54
702
2,309.958333
2,317
27.3
0
0
0
0
1
debt_consolidation
0.0963
320.95
11.532728
2.47
742
3,420.958333
11,616
21.8
0
0
0
0
1
all_other
0.0932
191.69
10.714418
1.33
762
5,340
2,420
26.9
1
0
0
0
1
home_improvement
0.1347
232.37
11.512925
11.62
687
3,120
10,867
51.1
0
0
0
0
1
home_improvement
0.1284
181.54
10.308819
1.72
702
3,450
586
3.6
3
0
0
0
1
credit_card
0.1379
315.2
10.809728
15.85
682
2,520
6,012
74.2
1
0
0
0
1
all_other
0.1316
216.13
10.933107
12.45
692
3,749.958333
3,981
62.2
1
0
0
0
1
debt_consolidation
0.0932
191.69
10.621327
10.77
742
2,730
1,763
17.8
1
0
0
0
1
credit_card
0.1379
272.61
11.225243
12.78
682
6,840
9,287
61.9
1
0
0
0
1
debt_consolidation
0.1221
533.04
11.362103
10.74
737
3,749.958333
39,622
47.3
1
0
0
0
1
small_business
0.0963
356.25
10.126631
17.71
742
4,842.958333
6,872
25.7
0
0
0
0
1
small_business
0.1253
309.57
9.472705
0.92
727
3,425.958333
3,498
47.9
1
0
0
1
1
all_other
0.16
632.84
11.156251
8.66
677
3,810
12,584
81.1
2
0
0
0
1
debt_consolidation
0.1379
340.76
10.596635
21.66
692
4,049.958333
11,998
48.2
0
0
0
0
1
all_other
0.16
123.06
10.463103
23.45
662
3,810
5,369
89.5
0
0
0
0
1
debt_consolidation
0.1148
167.32
9.903488
19.68
712
1,835
7,058
45.5
0
0
0
1
1
credit_card
0.1189
116.08
10.308953
11.68
722
6,870
4,621
45.8
0
0
0
0
1
debt_consolidation
0.1505
381.61
10.463103
7.78
672
3,030.958333
9,778
77.6
0
0
0
0
1
all_other
0.0737
521.57
11.264464
1.15
772
3,000.958333
800
2.3
2
0
0
0
1
debt_consolidation
0.1316
692.29
11.156251
20.06
722
3,659.958333
20,450
60
1
0
0
0
1
major_purchase
0.1379
272.61
9.952278
11.43
682
3,150
5,142
46.3
2
0
0
0
1
debt_consolidation
0.1474
276.3
11.522876
6.42
672
3,779.958333
17,588
47.8
0
2
0
0
1
debt_consolidation
0.1253
401.6
11.385092
11.15
717
4,837.958333
29,755
77.9
2
0
0
0
1
debt_consolidation
0.1189
331.64
10.714418
21.95
752
3,600
5,811
32.1
1
0
0
0
1
small_business
0.1695
534.41
10.757903
0.38
687
5,640
5,330
82
0
0
0
0
1
debt_consolidation
0.0963
545.61
11.396437
14.71
772
5,219.958333
10,359
21.1
0
0
0
0
1
all_other
0.1347
373.15
10.085809
13.65
697
1,829.958333
8,476
42.2
0
0
0
0
1
all_other
0.08
125.35
10.778956
2.77
772
3,150
703
2.3
0
0
0
0
1
all_other
0.0963
160.48
10.718941
11.12
732
2,400
4,637
12.6
1
0
0
0
1
home_improvement
0.08
266.36
11.326596
6.75
787
6,299.958333
7,439
6.5
0
0
0
0
1
home_improvement
0.1316
168.86
11.863582
23.26
687
5,280
71,053
83.4
2
0
1
0
1
credit_card
0.1316
312.38
10.858999
21.9
702
2,040
9,190
86.7
0
0
0
0
1
all_other
0.0737
263.89
10.268131
19.83
732
2,219.958333
9,321
27.2
2
0
0
0
1
all_other
0.0768
31.2
11.418615
9.77
752
4,109.958333
21,003
45.5
2
0
0
0
1
home_improvement
0.16
421.89
10.491274
0.33
662
13,080
12,683
34.8
0
1
1
0
1
credit_card
0.0932
351.42
11.095398
19.15
747
3,749.958333
4,148
14.3
2
0
0
0
1
debt_consolidation
0.1411
342.29
11.350407
3.92
682
2,850
3,520
22.1
1
2
0
0
1
all_other
0.1221
333.15
10.941996
19.2
762
5,909.958333
2,435
13.8
2
0
0
0
1
small_business
0.1635
335.63
11.066638
9.51
697
4,562.958333
17,105
38.8
1
0
0
0
1
small_business
0.1316
337.71
10.419301
17.37
772
1,139.958333
26
0.6
0
0
0
0
1
all_other
0.1221
119.94
10.308953
0.6
717
4,469.958333
90
1.8
2
0
0
0
1
all_other
0.1537
167.27
9.680094
9.98
667
1,529.958333
1,101
61.2
1
0
0
0
1
major_purchase
0.0768
224.58
11.350407
16.72
777
9,630.958333
3,712
38.3
2
0
0
0
1
debt_consolidation
0.08
441.84
11.05089
10.82
717
3,210
10,513
32
1
0
0
0
1
debt_consolidation
0.1347
339.23
11.225243
8.54
742
4,290
24,485
26.3
5
0
0
0
1
all_other
0.1284
605.13
10.915088
7.29
747
6,331.958333
16,955
22.8
5
0
0
0
1
debt_consolidation
0.1189
331.64
10.905589
21.54
732
3,749.958333
11,628
40.4
0
0
1
0
1
educational
0.1316
81.05
11.260611
19.1
677
3,600
5,396
23.1
2
0
1
0
1
debt_consolidation
0.1316
574.1
10.858922
16.87
732
7,799.958333
13,429
61
0
0
0
1
1
all_other
0.1379
340.76
10.757903
23.69
692
4,590
1,400
77.8
0
1
1
0
1
all_other
0.1347
135.7
9.903488
15.06
702
1,469.958333
1,067
19.4
2
1
0
0
1
all_other
0.0737
322.88
10.778956
12.07
727
3,299.958333
21,326
37.9
1
0
0
0
1
home_improvement
0.08
313.37
11.618636
0.49
787
4,232
7,195
6.3
1
0
0
0
1
small_business
0.0963
385.14
11.0021
6.76
807
7,079.958333
1,977
3.3
3
0
0
0
1
all_other
0.1253
334.67
10.540064
10.38
672
3,270
26,788
65.2
3
0
0
1
1
educational
0.1253
836.66
11.350407
16.24
762
5,849.958333
93,559
22.1
1
0
0
0
1
major_purchase
0.1537
193.4
10.721062
8.26
667
4,050.958333
260
3.3
3
0
1
0
1
small_business
0.1253
669.33
11.407565
0.68
792
4,469.958333
3,719
15.2
1
0
0
0
1
credit_card
0.1316
405.25
10.668955
7.14
722
1,741
7,879
29
2
0
0
0
1
debt_consolidation
0.1253
435.07
11.082204
17.11
712
5,010
13,407
44.8
0
0
0
0
1
small_business
0.1379
255.57
10.373491
9.86
712
2,999.958333
1,805
10.1
2
1
0
0