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
all_other
0.0774
124.88
11.589887
6.02
787
4,230.041667
337
1.9
0
0
0
0
1
all_other
0.1322
324.49
11.512925
11.44
692
4,770
4,533
14.3
0
4
0
0
1
small_business
0.2121
755.69
11.24896
5.72
672
1,440
500
83.3
1
0
0
0
1
debt_consolidation
0.1496
173.23
10.335166
14.69
672
4,800.041667
11,886
90
0
0
0
0
1
small_business
0.16
843.78
11.918391
7.01
727
4,778
17,161
26
1
1
0
0
1
debt_consolidation
0.1253
485.27
10.23996
15.13
747
4,771
11,423
68.4
0
0
0
0
1
debt_consolidation
0.1183
417.49
10.763208
20.14
717
3,660
10,682
54.7
0
0
0
0
1
all_other
0.1218
116.55
10.596635
18.18
712
4,770
6,381
66.5
1
0
1
0
1
credit_card
0.1357
509.53
11.0021
17.22
692
2,850
13,030
66.6
1
0
0
0
1
debt_consolidation
0.1183
198.81
11.238489
3.44
707
3,330.041667
7,269
38.7
0
0
0
0
1
all_other
0.1426
137.23
10.545341
9.92
667
5,100
2,822
37.1
1
0
0
0
1
debt_consolidation
0.1136
329.12
11.77529
20.19
702
3,660
10,288
64.3
0
0
0
0
1
small_business
0.1913
557.24
10.915088
2.38
717
4,740
491
98.2
0
0
0
0
1
home_improvement
0.1461
689.51
11.407565
9.91
687
6,780.041667
239
3.5
1
0
0
0
1
debt_consolidation
0.1218
399.6
11.0021
17.86
707
7,170.041667
17,035
58.7
1
0
0
0
1
debt_consolidation
0.1183
256.79
9.952278
17.43
707
2,130
11,212
44.5
1
0
0
0
1
debt_consolidation
0.0894
381.26
10.933107
10.26
767
3,810.041667
4,553
15.2
0
0
0
0
1
debt_consolidation
0.1183
397.61
11.482466
2.09
717
4,590.041667
5,652
22.3
0
0
0
0
1
debt_consolidation
0.1531
348.16
10.308953
18.6
667
4,980.041667
9,092
68.4
1
0
0
0
1
debt_consolidation
0.0894
381.26
10.768485
2.78
782
5,405
6,877
20
0
0
0
0
1
major_purchase
0.0894
47.66
10.858999
7.27
717
11,400.04167
2,504
21.4
0
1
0
0
1
debt_consolidation
0.0894
222.41
10.596635
18.42
742
2,670.041667
5,416
55.3
0
0
0
0
1
major_purchase
0.0894
476.58
10.596635
20.4
802
6,510
3,823
9
0
0
0
0
1
all_other
0.1426
445.98
10.596635
23.85
687
4,440.041667
24,119
91.7
0
0
0
0
1
debt_consolidation
0.1496
840.15
11.112448
21.74
687
8,189.041667
43,703
77.8
0
0
0
0
1
debt_consolidation
0.1357
597.85
11.703546
23.83
692
6,965
51,344
81.5
1
0
0
0
1
all_other
0.1253
33.47
10.23996
20.19
682
2,460
1,697
39.5
1
0
0
0
1
all_other
0.1253
140.56
10.308953
18.36
687
2,700.041667
3,368
32.7
2
0
0
0
1
debt_consolidation
0.1531
844.28
11.289782
24.3
692
4,290
26,324
86.6
0
0
0
0
1
debt_consolidation
0.1287
336.34
10.434116
21.42
707
5,100
14,096
86
1
0
0
0
1
debt_consolidation
0.1148
164.85
10.968198
8.67
712
5,190.041667
1,885
19.6
0
0
1
1
1
credit_card
0.0859
249.72
11.418615
15.2
812
10,320.04167
3,950
4.9
0
0
0
0
1
credit_card
0.0774
187.32
11.574021
6.89
762
5,880.041667
7,903
25
0
0
0
0
1
debt_consolidation
0.0859
284.5
11.982929
10.32
767
6,930
126,088
27
0
0
0
0
1
debt_consolidation
0.1287
168.17
10.584461
20.01
697
2,760.041667
5,066
84.4
1
0
0
0
1
all_other
0.074
139.77
11.0021
12.76
782
3,812.041667
8,432
20.4
1
0
0
0
1
debt_consolidation
0.16
527.36
10.858999
10.08
667
4,410
16,486
52.7
0
0
0
0
1
all_other
0.1322
608.42
10.772309
12.33
732
3,900
4,646
55.2
1
0
0
1
1
debt_consolidation
0.1148
197.82
11.082143
18.11
712
4,050
21,384
82.2
0
0
0
0
1
debt_consolidation
0.1183
803.5
11.532728
3
767
6,314.041667
5,444
9.7
0
0
0
0
1
major_purchase
0.1774
288.17
10.596635
8.91
667
1,200.041667
1,825
67.6
3
1
0
0
1
all_other
0.0894
127.09
9.92329
3.88
722
4,079.041667
1,146
19.4
0
0
0
0
1
credit_card
0.1426
528.31
11.695247
7.98
682
7,650
27,205
87.8
0
1
0
0
1
small_business
0.1565
874.66
10.915088
4.25
742
2,880
7,783
22.6
2
0
0
0
1
all_other
0.0894
381.26
11.082143
10.14
752
3,755.041667
700
5.1
3
0
0
0
1
debt_consolidation
0.1565
227.41
10.491274
14.97
662
4,290
4,357
92.7
1
0
0
1
1
all_other
0.1148
105.5
11.608236
6.63
722
3,990
20,002
67.8
0
0
0
0
1
debt_consolidation
0.1287
524.68
10.621327
22.04
707
3,630
15,556
81.4
0
0
0
0
1
credit_card
0.0894
158.86
10.621756
14.16
767
3,630
4,463
28.8
0
0
0
0
1
all_other
0.1253
214.19
10.976782
18.22
697
7,230
6,917
73.6
0
0
0
0
1
major_purchase
0.1357
169.85
10.477851
14.05
697
3,480.041667
233
46.6
0
1
0
0
1
debt_consolidation
0.1357
407.63
11.492764
0.18
712
5,970.041667
440
7.9
1
0
0
0
1
all_other
0.1183
530.15
10.596635
9.6
732
9,840
9,082
35.1
2
2
0
0
1
debt_consolidation
0.1114
104.98
10.308953
5.04
732
2,670.041667
6,383
46.6
0
0
0
0
1
major_purchase
0.1357
118.89
11.385092
16.05
672
7,080.041667
10,977
70.8
0
0
2
0
1
credit_card
0.1148
197.82
11.225243
11.9
707
4,110.041667
18,103
59.5
3
0
0
0
1
all_other
0.1287
84.09
10.444881
13.86
687
6,780.041667
7,565
27
1
2
0
0
1
all_other
0.1183
139.17
9.287301
0
747
2,970.041667
0
0
2
0
0
0
1
debt_consolidation
0.1496
623.61
10.843495
10.71
717
5,400
18,632
98.1
0
0
0
0
1
debt_consolidation
0.0894
317.72
11.482466
7.62
737
4,830.041667
20,574
38.2
2
0
0
0
1
debt_consolidation
0.0774
187.32
11.407565
15.89
762
8,730
37,397
29
0
0
0
0
1
debt_consolidation
0.1183
99.41
10.645425
14.46
697
3,090.041667
6,297
76.8
1
0
0
0
1
debt_consolidation
0.1496
242.52
10.687389
12.66
662
5,250.041667
3,294
70.1
1
0
0
1
1
home_improvement
0.1183
497.01
11.0021
11.7
732
3,721.041667
30,697
55.9
0
0
0
0
1
debt_consolidation
0.1287
269.07
10.819778
5.3
692
8,070
7,710
35.1
0
2
0
0
1
home_improvement
0.0774
312.19
10.839581
7.98
777
3,510.041667
696
15.5
0
0
0
0
1
all_other
0.1114
656.07
11.695247
9.55
772
6,120
26,701
43.1
0
0
0
0
1
debt_consolidation
0.1183
430.75
11.338572
12.87
717
2,220
14,331
37.8
1
0
0
0
1
debt_consolidation
0.1183
298.21
10.434116
17.12
712
3,030.041667
13,533
42.3
1
0
0
0
1
debt_consolidation
0.1253
689.41
11.513725
14.45
722
4,291
13,171
51.8
3
0
0
0
1
debt_consolidation
0.1322
338.01
10.491274
8.3
687
2,280.041667
8,989
36.2
0
0
0
0
1
credit_card
0.1357
285.34
10.983053
21.34
677
6,270.041667
55,072
87.8
0
0
0
0
1
all_other
0.0894
285.95
10.757903
21.19
737
5,820
10,325
30.1
0
0
1
0
1
all_other
0.1461
172.38
10.491274
16.57
742
5,400
0
34.5
0
0
0
0
1
all_other
0.1114
65.61
10.085809
21.45
712
4,350
560
70
3
1
0
0
1
all_other
0.1183
99.41
10.778956
23.93
712
5,580.041667
0
0
2
0
0
0
1
credit_card
0.0894
476.58
11.512925
2.14
782
11,010.04167
8,057
17.4
2
0
0
0
1
all_other
0.1496
173.23
10.308953
24.4
662
2,880
1,451
46.8
0
1
0
1
1
all_other
0.1357
326.1
11.0021
13.2
677
4,050
9,164
47
1
0
0
0
1
credit_card
0.1148
412.11
11.082143
1.63
732
3,600
19,898
36.4
2
0
0
0
1
debt_consolidation
0.1348
474.94
10.714418
9.17
692
3,540.041667
10,163
61.6
1
0
0
0
1
educational
0.1531
217.6
9.862666
15.13
662
8,490.041667
4,815
94.4
0
1
0
0
1
debt_consolidation
0.0894
381.26
11.510923
15.64
757
12,990.04167
4,779
17.1
0
0
0
0
1
debt_consolidation
0.0894
476.58
11.561716
12.53
777
10,800.04167
8,118
5.9
0
0
0
0
1
all_other
0.1913
293.77
11.652687
11.79
667
4,410
17,267
29.1
3
0
0
0
1
debt_consolidation
0.0894
142.98
10.106428
13.86
762
2,970.041667
4,659
30.1
0
0
0
0
1
home_improvement
0.0894
397.15
12.105987
4.26
772
5,103
31,141
0.4
2
0
0
1
1
all_other
0.1357
54.35
9.422221
21.46
712
1,470
0
0
3
0
0
1
1
debt_consolidation
0.1322
212.95
10.308953
5.28
772
11,040.04167
14,581
98
1
0
0
0
1
debt_consolidation
0.1114
590.47
11.156251
10.7
752
4,320
22,093
23.7
0
0
0
0
1
debt_consolidation
0.1322
507.01
11.200951
1.66
692
3,602
17,109
81.5
2
0
0
0
1
all_other
0.1496
173.23
9.574983
11
697
1,230.041667
2,367
56.4
0
0
0
1
1
educational
0.0894
158.86
10.645425
7.71
727
5,280.041667
6,453
35.1
0
0
0
0
1
educational
0.0774
156.1
10.308953
17.28
752
2,612.041667
20,385
18.5
0
0
0
0
1
educational
0.1287
100.9
9.757305
3.89
677
3,150.041667
1,366
85.4
1
0
0
0
1
major_purchase
0.1287
168.17
10.491274
8.7
692
2,672.041667
4,434
31
3
1
0
0
1
credit_card
0.0859
120.12
10.126631
5.33
792
7,830.041667
2,456
8.1
3
0
0
0
1
debt_consolidation
0.1218
296.37
10.809728
12.68
707
3,570
9,943
61.8
3
0
0
0
1
debt_consolidation
0.1253
811.56
11.406542
11.41
732
3,961
7,404
54.8
1
0
0
0
1
debt_consolidation
0.1253
560.57
10.404263
17.38
717
2,040.041667
0
0
1
1
0
0