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
0.0774
202.93
10.308953
17.68
752
6,090
4,301
37.7
0
0
0
0
1
small_business
0.167
532.53
11.225243
20.4
697
3,749.041667
25,417
83.1
0
0
0
0
1
debt_consolidation
0.1635
229.64
11.082143
11.41
672
2,970.041667
7,453
95.6
0
0
1
0
1
credit_card
0.1322
540.81
11.298367
19.91
707
6,332.041667
15,171
36.1
0
1
0
0
1
debt_consolidation
0.0894
476.58
10.044987
10.1
772
5,640.041667
8,264
23.7
0
0
0
0
1
all_other
0.074
155.3
10.819778
3.17
792
7,470.041667
4,432
6.8
0
0
0
0
1
debt_consolidation
0.1531
696.31
11.695247
9.1
682
4,800.041667
20,249
93.3
0
0
0
0
1
debt_consolidation
0.1322
676.02
11.089805
9.07
707
3,060.041667
15,389
81
0
0
0
0
1
all_other
0.0894
95.32
12.072541
17.22
722
7,050.041667
72,814
56
1
0
0
0
1
debt_consolidation
0.1183
497.01
11.0021
10.44
732
3,241
5,011
38.5
0
0
0
0
1
all_other
0.0774
168.59
10.422281
23.88
747
2,490
2,534
22.2
2
0
0
0
1
major_purchase
0.1148
79.13
10.404111
21.49
717
1,472
3,992
67.7
0
0
0
0
1
major_purchase
0.0774
124.88
11.264464
7.17
792
6,360.041667
168
0.7
0
0
0
0
1
all_other
0.1253
40.16
9.655026
23.69
707
2,580.041667
7,826
70.5
1
0
0
0
1
major_purchase
0.074
62.12
10.915088
1.88
767
5,671.041667
2,796
9.3
1
0
0
0
1
credit_card
0.16
773.47
11.95118
19.9
697
7,410.041667
72,951
97.7
0
0
0
0
1
debt_consolidation
0.1183
546.71
10.963376
17.44
727
4,890.041667
24,351
66.2
1
0
0
0
1
debt_consolidation
0.1287
403.6
11.0021
12.48
692
1,860.041667
12,558
62.2
1
0
0
0
1
home_improvement
0.1114
492.06
11.982929
8.75
772
5,640.041667
6,065
41.6
4
0
0
0
1
debt_consolidation
0.0859
278.17
11.104957
14.29
767
5,160.041667
12,657
8.6
1
0
0
0
1
home_improvement
0.0774
312.19
11.127263
1.71
802
7,440.041667
6,077
24.6
0
0
0
0
1
credit_card
0.1148
428.59
11.512925
5.24
732
4,020
27,294
44.8
0
0
0
0
1
debt_consolidation
0.1565
419.84
12.154779
8.21
672
3,630
33,266
92.9
0
0
0
0
1
major_purchase
0.1357
326.1
10.242813
4.66
682
2,280.041667
3,288
35
1
0
0
0
1
all_other
0.1114
183.7
11.156251
13.37
722
3,630
436
7.4
0
0
0
0
1
all_other
0.1392
153.62
10.308953
24.6
672
2,582.041667
1,355
36.6
2
0
0
0
1
debt_consolidation
0.0859
193.62
11.024513
10.21
747
3,330.041667
6,775
22
0
0
0
0
1
credit_card
0.0894
349.49
10.827746
22.38
762
9,539.041667
8,694
54
4
0
0
0
1
credit_card
0.1322
302.52
10.571317
22.12
682
7,560
18,610
40
0
0
0
1
1
debt_consolidation
0.1287
504.5
11.526986
14.07
702
5,430
18,213
55.5
0
1
0
0
1
credit_card
0.1287
403.6
11.118845
7.15
697
8,100.041667
14,079
70
0
0
0
0
1
debt_consolidation
0.167
142.01
9.574983
0
662
1,800
0
0
0
4
0
0
1
home_improvement
0.1114
426.45
11.77529
12.15
747
9,510
35,398
70.5
0
0
0
0
1
debt_consolidation
0.1357
339.69
10.915088
18.22
682
4,440.041667
16,121
39.1
0
0
0
1
1
credit_card
0.1183
497.01
11.082143
13.79
722
4,710
9,941
45.4
0
0
0
0
1
debt_consolidation
0.1565
279.89
10.751499
15.52
662
4,110.041667
11,310
63.5
2
0
0
0
1
debt_consolidation
0.1183
265.08
10.811544
10.79
707
4,320
2,843
26.1
2
1
0
1
1
educational
0.1183
258.45
11.359273
8.82
757
2,973.041667
3,811
5.8
0
0
0
0
1
debt_consolidation
0.1287
210.21
10.275051
23.26
692
3,780.041667
12,082
82.2
1
1
0
1
1
debt_consolidation
0.1322
270.41
10.268131
14.92
697
2,913
7,054
91.6
0
0
0
0
1
all_other
0.0774
46.83
11.150089
4.36
737
2,880
1,991
28.9
1
0
0
0
1
debt_consolidation
0.1426
240.15
11.082143
11.13
672
3,360.041667
6,227
89
1
0
0
0
1
all_other
0.1183
198.81
11.459242
5.38
707
3,720.041667
1,839
13.3
0
1
0
0
1
all_other
0.0859
252.89
10.757903
9.45
752
6,540
10,887
41.4
2
0
0
0
1
small_business
0.167
275.14
10.165852
19.52
697
1,650.041667
10,634
71.5
0
0
0
1
1
all_other
0.1253
334.67
9.980449
4.72
727
1,200.041667
2,638
11.5
2
0
0
0
1
debt_consolidation
0.1496
467.71
11.468137
16.49
692
5,910.041667
21,881
96.4
1
0
0
0
1
all_other
0.0894
47.66
10.596635
9.6
712
2,610.041667
193
7.4
0
0
0
1
1
debt_consolidation
0.1253
811.56
11.849398
20.28
722
5,400
60,713
62.5
1
0
0
0
1
debt_consolidation
0.1287
285.89
10.610439
10.36
687
2,760.041667
3,934
52.5
1
0
1
0
1
debt_consolidation
0.0894
406.68
10.434116
0.18
817
5,432
306
0.5
0
0
0
0
1
all_other
0.1253
133.87
10.555813
22.31
707
1,440
3,122
56.8
0
0
0
0
1
credit_card
0.1218
283.05
10.799576
7.08
707
3,210
7,679
80
0
0
0
0
1
all_other
0.1114
328.04
11.849398
8.1
742
5,040
17,930
0
3
0
0
0
1
all_other
0.1114
131.22
11.05089
10.29
717
4,320
2,787
30.3
3
0
0
0
1
small_business
0.1635
482.25
10.404263
7.89
702
3,510.041667
11,209
66.7
1
0
0
1
1
home_improvement
0.1392
512.06
11.533297
13.1
682
11,550
8,785
37.4
1
0
0
0
1
debt_consolidation
0.0894
95.32
10.645425
10.29
717
2,220.041667
6,349
31.6
0
0
0
0
1
debt_consolidation
0.0894
127.09
10.491274
2.77
762
2,700.041667
3,969
19.7
0
0
0
0
1
all_other
0.1287
67.27
10.545341
17.21
677
2,580
2,360
59
0
3
0
0
1
debt_consolidation
0.1322
676.02
11.48613
23.86
707
5,090
27,879
78.3
1
0
0
0
1
home_improvement
0.1461
517.13
11.957611
7.83
682
5,730
6,618
30.5
2
0
0
0
1
credit_card
0.0894
190.63
11.34569
0
737
2,166
0
0
1
0
0
0
1
debt_consolidation
0.0774
312.19
11.350407
0.17
777
6,570
2,994
9.5
0
0
0
0
1
debt_consolidation
0.1322
338.01
10.596635
15.21
692
2,100
9,538
43.8
0
0
0
0
1
home_improvement
0.1183
828.35
11.884468
5.54
777
10,290.04167
311
0.4
1
0
0
0
1
credit_card
0.0859
316.11
11.497995
4.46
757
5,282.041667
37,334
55.4
0
0
0
0
1
debt_consolidation
0.1218
199.8
10.968198
13.9
727
4,740
4,563
67.1
0
0
0
0
1
small_business
0.1774
612.36
11.079061
14.13
687
5,749
20,429
66.1
2
0
0
1
1
all_other
0.1392
119.48
10.308953
5.36
692
2,671.041667
3,162
73.5
1
0
0
0
1
all_other
0.0894
444.81
11.761074
4.48
757
6,198
5,615
8.9
0
0
0
0
1
credit_card
0.1461
861.88
11.537189
17.76
707
8,910.041667
25,478
65.3
0
1
0
0
1
debt_consolidation
0.1148
296.72
10.373491
11.36
747
3,720.041667
16,021
30.6
1
0
0
1
1
all_other
0.0859
158.06
10.994068
20.32
742
3,990
6,673
32.4
0
0
0
0
1
debt_consolidation
0.1531
188.01
9.798127
11.33
677
1,710
3,600
94.7
0
0
0
0
1
debt_consolidation
0.1218
832.5
13.470199
2.26
747
5,880.041667
24,361
84.3
0
0
0
0
1
debt_consolidation
0.1287
168.17
10.422281
13.14
702
7,710.041667
11,154
86.5
1
0
1
0
1
home_improvement
0.074
62.12
10.691945
4.53
787
4,770
706
1.4
1
0
0
0
1
major_purchase
0.0774
124.88
10.257659
17.64
767
5,610.041667
611
6.9
1
0
0
0
1
home_improvement
0.0894
190.63
10.819778
15.7
737
3,120.041667
55
0.6
3
0
0
1
1
credit_card
0.0788
206.45
11.184421
9.62
732
5,132
11,589
20.8
0
1
0
0
1
debt_consolidation
0.1531
217.6
10.126631
13.73
712
3,510.041667
1,988
99.4
0
0
0
0
1
all_other
0.0859
158.06
11.0021
22.08
772
6,060.041667
2,930
20.1
5
0
0
0
1
debt_consolidation
0.1357
475.56
10.778956
8.8
702
5,700.041667
11,284
94.8
0
0
0
0
1
debt_consolidation
0.1148
824.22
11.289782
9.9
777
6,120
30,928
63
2
0
0
0
1
debt_consolidation
0.1287
201.8
10.596635
3.45
697
1,590.041667
3,733
58.3
2
0
0
0
1
debt_consolidation
0.0894
305.01
10.878047
18.41
742
4,050.041667
9,571
31.1
3
1
0
0
1
all_other
0.0859
252.89
10.545341
0.95
812
9,780
255
0.6
1
0
0
0
1
home_improvement
0.0894
317.72
11.082143
15.05
742
6,660.041667
37,471
61.9
1
0
0
0
1
credit_card
0.1459
413.58
11.728037
15.36
672
7,610
30,232
67.3
0
2
0
0
1
home_improvement
0.1392
827.82
11.77529
2.06
757
9,810
6,834
30.4
5
0
0
1
1
all_other
0.0894
317.72
11.074421
10.33
742
3,630
14,880
58
2
0
0
0
1
all_other
0.1253
267.74
11.05089
1.81
697
3,630
4,676
47.2
1
0
0
0
1
debt_consolidation
0.1218
479.52
10.23996
0
787
4,860.041667
0
0
3
0
0
0
1
debt_consolidation
0.1114
295.24
10.896739
17.47
732
7,140.041667
19,109
38
2
0
0
0
1
home_improvement
0.0894
133.45
11.407565
19.24
727
4,200.041667
15,366
50.9
3
0
0
0
1
all_other
0.0894
285.95
10.691945
8.97
747
3,907.041667
4,051
13.6
1
0
0
0
1
all_other
0.1426
171.53
11.608236
17.64
667
5,340.041667
54,165
75
1
1
0
0
1
home_improvement
0.1322
169.01
11.608236
15.4
692
3,842.041667
53,761
92.1
2
0
0
1
1
all_other
0.1426
222.99
9.980449
15.17
707
1,470
1,855
23.2
0
0
0
0