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
0.0894
317.72
13.543702
1.69
752
3,570
10,490
41
0
0
0
0
1
all_other
0.1253
836.66
11.608272
10.97
732
5,611.041667
33,383
63.2
1
0
0
0
1
all_other
0.0894
190.63
11.561716
10.42
727
4,560.041667
10,465
44
0
0
0
1
1
all_other
0.074
77.65
10.126631
20.02
762
3,301
11,873
14.7
0
0
0
0
1
debt_consolidation
0.1357
339.69
11.018629
21.52
687
5,190.041667
10,046
46.3
0
0
0
0
1
all_other
0.0774
202.93
11.19272
13.72
757
3,690.041667
10,257
24
0
0
0
0
1
credit_card
0.1218
599.4
11.440355
10.61
722
4,491.041667
28,960
22.2
1
0
0
0
1
debt_consolidation
0.16
878.94
11.561716
10.8
732
6,210
33,107
98.8
1
0
0
0
1
debt_consolidation
0.167
710.03
11.472103
15.82
672
7,200
14,977
36.7
0
2
0
0
1
debt_consolidation
0.1183
662.68
11.492723
19.93
737
4,890.041667
41,347
56.6
2
0
0
0
1
all_other
0.0774
152.98
11.225243
4.64
767
5,073
10,788
27.7
1
0
0
0
1
debt_consolidation
0.1183
662.68
11.238489
10.72
737
5,040
2,261
17.5
0
0
0
1
1
credit_card
0.1218
666
10.926658
23.72
727
5,520.041667
38,043
52.6
1
0
0
0
1
credit_card
0.0894
127.09
10.799576
18.59
722
5,430
4,692
35.3
0
0
0
0
1
credit_card
0.0894
317.72
10.90647
7.68
737
5,160.041667
6,525
7.8
3
0
0
0
1
debt_consolidation
0.1392
221.89
10.085809
16.2
672
2,430
7,893
59.3
1
0
0
0
1
debt_consolidation
0.1183
248.51
11.225243
18.88
707
2,928
8,652
29.6
2
1
0
0
1
credit_card
0.1253
401.6
11.156251
23.14
702
4,470.041667
25,498
64.6
2
0
0
0
1
all_other
0.1148
181.33
9.574983
12.08
707
3,280
5,282
30
3
0
0
0
1
all_other
0.1357
50.96
11.0021
20.6
667
9,840
19,112
82
1
0
0
0
1
debt_consolidation
0.1218
807.53
10.907386
17.41
737
4,111.041667
28,559
73.2
0
0
0
1
1
debt_consolidation
0.1218
832.5
11.67844
3.48
757
9,780
10,227
40.1
1
0
0
0
1
all_other
0.1635
309.13
11.156251
3.05
662
3,420.041667
7,427
81.2
0
0
0
0
1
debt_consolidation
0.1114
246.03
10.724368
7.18
762
4,770
6,126
21.1
1
0
0
0
1
home_improvement
0.0894
254.18
11.461632
8.82
742
5,730
21,275
50.2
0
0
0
0
1
debt_consolidation
0.074
155.3
10.691945
13.58
777
4,020
37,803
35.2
0
0
0
0
1
credit_card
0.1114
164.02
11.163368
12.65
742
1,950.041667
5,238
73.4
0
0
0
0
1
credit_card
0.1218
233.1
10.839581
15.69
702
5,640.041667
15,239
81.9
0
0
0
0
1
debt_consolidation
0.1114
295.24
10.596635
9.9
732
5,460
9,305
25.5
0
1
0
0
1
major_purchase
0.1218
133.2
11.103753
19.84
697
3,210
20,908
67.7
2
0
0
0
1
credit_card
0.1357
713.34
11.877569
13.95
707
6,270.041667
25,547
32.1
0
0
0
0
1
debt_consolidation
0.1114
239.47
10.193512
21.32
717
3,331.041667
6,528
72.5
0
0
0
0
1
credit_card
0.1218
765.9
11.264464
8.58
742
3,990
26,552
49.2
2
0
0
1
1
all_other
0.1774
734.83
10.950807
6.84
667
1,830
1,820
42.3
2
1
0
1
1
credit_card
0.0859
189.67
10.778956
12.65
757
2,370.041667
119
0.5
1
0
0
0
1
debt_consolidation
0.1114
524.86
11.283512
6.51
747
7,020.041667
14,914
56.1
1
0
0
0
1
debt_consolidation
0.1531
696.31
11.461632
9.28
697
2,610.041667
11,219
32.4
0
1
0
0
1
all_other
0.1114
656.07
11.225243
11.31
777
3,000.041667
1,126
7.9
0
0
0
0
1
all_other
0.1183
149.11
10.098232
0.99
792
3,511.041667
117
8.4
5
0
0
0
1
debt_consolidation
0.0774
199.8
10.463103
18.07
752
3,210
7,994
24.7
0
0
0
0
1
credit_card
0.0859
316.11
10.518673
14.85
757
6,210
15,889
42.6
0
0
0
0
1
debt_consolidation
0.1218
158.18
11.828152
23.49
697
5,520.041667
24,235
73.7
1
0
0
0
1
debt_consolidation
0.1426
137.23
10.308953
11.32
672
1,590.041667
2,816
52.1
0
1
0
0
1
debt_consolidation
0.1392
290.17
10.596635
16.05
697
1,980.041667
13,013
66.1
1
0
0
1
1
all_other
0.074
62.12
11.0021
10.04
757
4,351
3,370
11.7
0
0
0
0
1
debt_consolidation
0.0859
189.67
10.165852
9.45
762
2,850
21
0.1
0
0
0
0
1
debt_consolidation
0.1253
836.66
11.338572
13.63
732
6,275.041667
25,036
45.4
3
0
0
0
1
debt_consolidation
0.16
534.4
10.571317
13.91
667
5,460
21,756
75.7
0
1
0
0
1
all_other
0.1322
608.42
11.314475
19.33
702
4,838.041667
4,556
47
1
0
0
0
1
educational
0.1253
251
10.915088
4.49
697
2,610.041667
6,644
44.9
1
0
0
0
1
debt_consolidation
0.1253
267.74
10.307685
19.22
692
1,950.041667
11,664
60.7
0
0
0
0
1
all_other
0.0894
285.95
10.778956
16.35
737
4,050
9,348
22.2
3
0
0
0
1
credit_card
0.1114
82.01
10.915088
6.2
712
2,646.041667
6,252
64.5
3
0
0
0
1
home_improvement
0.1253
669.33
12.043554
3.43
717
4,380
3,670
18.9
0
0
0
0
1
all_other
0.1392
81.93
10.181119
21
732
7,560
6,704
98.6
1
0
0
1
1
debt_consolidation
0.1322
236.61
11.396392
14.25
687
6,960
19,351
89.6
0
1
0
0
1
home_improvement
0.1287
336.34
10.463103
12.17
717
2,310.041667
5,348
76.4
1
0
0
0
1
all_other
0.1357
101.91
11.512925
10.19
677
1,710
4,041
87.8
2
0
0
0
1
all_other
0.1531
835.57
11.198215
13.78
682
8,700
15,268
57.7
0
0
1
0
1
major_purchase
0.1322
118.31
11.127263
14.33
707
3,660
20,870
96.2
0
0
0
0
1
all_other
0.0859
316.11
10.915088
13.85
752
5,910.041667
10,862
28.5
2
0
0
0
1
all_other
0.1565
139.95
9.472705
3.42
667
1,710
894
59.6
1
0
0
0
1
all_other
0.0774
312.19
11.184421
3.42
777
9,570.041667
11,381
34.7
0
0
0
0
1
all_other
0.0894
285.95
10.434116
4.91
737
1,860.041667
2,354
24.5
0
0
0
0
1
all_other
0.1392
716.88
11.127263
17.95
697
4,920.041667
14,533
80.7
0
0
0
1
1
credit_card
0.1426
638.09
11.509921
17.26
682
4,230.041667
19,780
48.8
0
0
0
0
1
credit_card
0.0894
174.75
10.896739
13.71
727
2,702.041667
5,677
32.6
1
0
0
0
1
educational
0.0894
158.86
10.819778
13.27
742
2,130
4,676
18
0
0
0
0
1
all_other
0.1322
169.01
10.645425
13.49
717
3,330.041667
14,953
97.7
0
0
0
1
1
debt_consolidation
0.1253
66.94
11.0021
4.12
687
3,600
3,021
18.1
1
0
0
0
1
all_other
0.1218
66.6
10.819778
14.83
692
2,250.041667
7,975
67.6
1
0
0
0
1
credit_card
0.1322
338.01
10.819778
7.44
692
2,070
7,408
31.9
2
0
0
0
1
all_other
0.2086
94.02
10.727663
0.53
662
2,029.041667
2,106
91.6
3
0
0
1
1
home_improvement
0.1565
69.98
11.225243
6.61
667
2,709.041667
0
0
1
0
0
0
1
all_other
0.1287
168.17
10.491274
18.23
682
9,600.041667
7,790
82
3
0
0
0
1
all_other
0.1287
336.34
10.085809
8.45
697
3,750.041667
1,303
18.4
0
1
0
0
1
educational
0.1426
171.53
11.512925
12.18
667
2,670.041667
28,370
40.3
2
0
0
0
1
all_other
0.1183
198.81
11.0021
18.82
717
5,040
15,638
93.1
1
0
0
1
1
debt_consolidation
0.1426
411.67
10.165852
10.85
682
1,620.041667
9,106
52.6
0
0
0
0
1
credit_card
0.1218
666
11.309585
9.79
727
6,000.041667
30,611
81
2
0
0
0
1
credit_card
0.1635
176.65
11.322249
14.33
707
5,490
73,241
98.5
0
0
0
0
1
small_business
0.1531
870.39
11.289782
0.81
797
6,510
3,656
11.8
1
0
0
0
1
credit_card
0.0894
158.86
11.437124
15.02
732
6,212
83,356
41.7
0
0
0
0
1
all_other
0.1426
614.94
11.338572
16.57
697
3,720.041667
1,887
94.3
0
0
0
0
1
all_other
0.1218
106.56
10.412321
19.84
697
4,620.041667
1,568
71.3
2
0
1
0
1
all_other
0.1183
99.41
11.294769
23.67
697
7,380.041667
17,829
66.3
3
0
0
1
1
all_other
0.0894
111.21
10.778956
15.8
722
3,870.041667
10,659
76.4
0
0
0
1
1
debt_consolidation
0.1496
554.32
11.571194
9.87
692
4,500.041667
34,896
87.5
2
0
0
0
1
debt_consolidation
0.1774
720.42
11.81303
19.85
672
4,080.041667
34,863
90.8
1
0
1
0
1
credit_card
0.0859
316.11
11.156251
15.38
757
5,100
15,315
41.2
0
0
0
0
1
debt_consolidation
0.1322
243.37
11.0021
14.42
682
6,210
23,079
74.9
0
0
0
0
1
debt_consolidation
0.1218
333
10.545341
10.2
712
4,033
8,753
48.9
0
0
0
0
1
all_other
0.1287
242.16
11.0021
14.34
687
1,860
1,068
10.9
0
0
0
0
1
debt_consolidation
0.1392
341.37
11.112448
21.65
707
5,550.041667
19,641
86.5
0
0
0
0
1
home_improvement
0.1253
669.33
11.0021
2.6
747
3,570
6,621
76.1
2
0
0
0
1
major_purchase
0.1287
168.17
10.645425
20.14
682
3,930
2,035
40
2
1
0
0
1
debt_consolidation
0.0894
389.21
10.373491
12.6
752
6,870
15,954
41.1
1
0
0
0
1
debt_consolidation
0.1392
256.03
10.463103
14.06
682
2,010.041667
13,089
69.3
0
0
0
0
1
all_other
0.1218
83.25
10.699642
22.41
687
4,380
14,589
34.9
1
0
0
1
1
credit_card
0.1218
832.5
11.251561
22.44
742
5,411
44,790
35.2
1
0
0
0