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
0.1253
811.56
11.681148
0.4
737
5,280
1,823
6.75
0
1
0
0
1
small_business
0.1357
186.83
10.512961
11.19
807
15,299.95833
32,062
0
0
0
0
0
1
home_improvement
0.1148
263.75
10.626194
0.79
722
8,999.958333
3,316
44.2
1
0
0
0
1
debt_consolidation
0.1704
517.28
10.328755
12.98
672
3,900
2,057
89.4
0
0
0
1
1
educational
0.0774
46.83
9.903488
3.42
807
4,979.958333
1,721
8.6
0
0
0
0
1
all_other
0.1426
274.45
10.532096
14.78
687
4,110
4,986
83.1
3
0
0
0
1
home_improvement
0.0774
149.85
11.608236
2.81
792
5,520
691
0.8
0
0
0
0
1
credit_card
0.1114
492.06
11.527814
15.93
807
6,270
0
0
2
0
0
0
1
all_other
0.1253
334.67
11.134589
11.11
702
3,690
13,827
52.2
1
1
0
0
1
small_business
0.1531
870.39
11.608236
2.69
757
8,130
11,437
16.3
3
0
0
0
1
debt_consolidation
0.0894
293.89
10.085809
22.25
737
12,930
6,738
28.2
0
0
0
1
1
debt_consolidation
0.1322
709.82
11.159445
20.59
712
4,890
19,995
67.3
2
0
0
0
1
all_other
0.1114
360.84
11.385092
8.35
762
5,223
4,397
48.9
0
0
0
0
1
debt_consolidation
0.1183
99.41
10.848949
9.43
692
5,765.958333
5,492
70.9
2
0
0
0
1
debt_consolidation
0.1114
262.43
12.072541
15.13
722
9,630
38,107
69.9
0
0
0
0
1
major_purchase
0.0774
124.88
11.156251
5.76
797
7,259.958333
825
1.4
0
0
0
0
1
small_business
0.1461
344.76
11.0021
14.32
742
11,312
41,063
61.3
4
0
0
1
1
debt_consolidation
0.1426
82.34
10.540064
21.05
667
2,580
8,138
62.6
0
0
0
0
1
all_other
0.1287
168.17
10.673596
14.89
682
2,429.958333
17,123
75.8
3
0
0
0
1
debt_consolidation
0.1531
261.12
10.404263
14.76
747
12,002.95833
23,875
12.6
5
0
0
0
1
educational
0.1148
49.46
9.287301
6.44
797
8,939.958333
2,763
9
5
0
0
1
1
all_other
0.1218
49.95
10.596635
22.23
692
2,220
6,834
55.1
2
0
0
0
1
debt_consolidation
0.0859
347.72
10.203592
24.49
767
6,000
5,401
19.4
1
0
0
0
1
major_purchase
0.1461
55.17
8.699515
5
677
8,369.958333
369
3
1
1
0
0
1
debt_consolidation
0.1287
33.64
10.310119
23.81
692
3,989.958333
18,154
91.2
0
0
0
0
1
small_business
0.1947
184.49
10.463103
1.78
667
7,619.958333
4,198
44.2
0
1
0
1
1
credit_card
0.1148
824.22
11.09741
5.89
782
4,380
3,577
9.4
2
0
0
0
1
major_purchase
0.0859
221.28
10.819778
6.17
742
4,272.958333
6,881
28.2
0
0
0
0
1
major_purchase
0.1357
67.94
10.491274
7.83
667
3,509.958333
1,790
34.4
0
0
0
0
1
debt_consolidation
0.1426
514.59
10.896739
7.4
697
1,500
1,366
21
1
0
0
0
1
debt_consolidation
0.0774
156.1
10.819778
4.51
772
4,320.958333
928
2
2
0
0
0
1
debt_consolidation
0.1357
424.61
10.621327
23.94
687
3,000
8,180
83.5
2
0
0
0
1
all_other
0.0705
95.79
11.289782
10.56
772
12,689.95833
5,378
18.8
0
0
0
0
1
debt_consolidation
0.0774
112.39
11.608236
7.78
742
5,429.958333
15,695
67.7
0
0
0
0
1
home_improvement
0.1218
807.53
11.156251
10.29
787
4,656.958333
1,026
14.5
0
0
0
0
1
home_improvement
0.0894
571.89
11.695247
3.44
797
7,529.958333
21,807
43.6
0
0
0
0
1
debt_consolidation
0.1982
556.1
10.684646
5.22
667
1,590
12,390
98.3
1
0
0
0
1
credit_card
0.1392
204.83
11.405028
10.35
697
3,690
9,572
96.7
1
0
0
0
1
debt_consolidation
0.0859
173.86
10.385914
17.37
772
9,806
14,163
18.4
5
0
0
0
1
all_other
0.1218
239.76
11.617285
22.39
707
8,969.958333
37,591
77.2
0
0
0
0
1
all_other
0.0774
156.1
11.225243
2.34
792
4,619.958333
0
0
0
0
0
0
1
debt_consolidation
0.1531
382.97
10.819778
22.9
662
2,610
27,297
80
0
0
0
0
1
home_improvement
0.1635
247.31
10.348173
17.19
662
10,620
0
33.29
0
3
0
0
1
all_other
0.1357
339.69
11.608236
16.12
687
3,330
1,584
49.5
1
0
0
0
1
debt_consolidation
0.1357
679.37
11.314475
12.34
702
4,200
24,387
36.6
0
0
0
0
1
credit_card
0.1531
870.39
11.727372
16.65
707
10,590
40,413
85.6
0
0
0
0
1
all_other
0.1531
348.16
10.596635
14.31
672
2,789.958333
980
32.7
3
0
0
1
1
all_other
0.1322
338.01
11.0021
18.02
692
4,589.958333
11,188
42.7
2
0
0
0
1
all_other
0.167
88.76
11.891362
24.12
682
10,710
27,433
56.8
1
0
0
0
1
debt_consolidation
0.1287
470.87
10.968198
4.3
707
3,239.958333
8,752
53
0
0
0
0
1
debt_consolidation
0.0894
317.72
11.05089
13.64
737
3,989.958333
10,326
27.8
1
0
0
0
1
credit_card
0.1392
348.2
11.0021
9.48
682
6,570
18,393
71.6
2
0
0
0
1
debt_consolidation
0.0859
347.72
9.952278
16.46
752
3,629.958333
4,372
21.1
1
0
0
1
1
debt_consolidation
0.1461
379.23
10.714418
12
672
8,639.958333
9,311
40.5
0
0
0
0
1
debt_consolidation
0.1148
593.44
11.350407
19.71
737
4,050
3,519
12.1
0
0
0
0
1
all_other
0.0774
93.66
11.350359
11.38
762
4,474
265
3.3
1
0
0
0
1
debt_consolidation
0.1183
596.41
10.596635
12.42
737
3,750
7,658
36
0
0
0
0
1
all_other
0.1183
265.08
10.915088
17.72
712
3,705
21,470
85.5
0
0
0
0
1
credit_card
0.1496
519.68
11.394142
21.57
707
3,599.958333
13,724
87.4
0
0
0
1
1
debt_consolidation
0.1461
299.94
10.251324
11.27
687
1,170
3,430
71.5
1
0
0
0
1
major_purchase
0.074
155.3
11.184421
14.22
782
5,759.958333
1,751
6.1
0
0
0
0
1
home_improvement
0.0774
156.1
11.113469
1.81
777
7,199.958333
4,814
23.5
0
0
0
0
1
debt_consolidation
0.1114
623.27
10.907533
19.83
777
5,730.958333
33,809
22.1
1
0
0
0
1
small_business
0.2017
447.01
11.225243
11.25
672
4,530
3,672
79.8
0
0
0
0
1
debt_consolidation
0.1947
258.28
11.0021
17.08
667
1,590
13,859
88.5
0
0
0
0
1
educational
0.1461
68.96
10.085809
14.86
692
1,349.958333
261
87
0
0
0
0
1
home_improvement
0.1253
234.27
11.472103
21.43
692
4,740
52,264
82.8
1
0
0
0
1
debt_consolidation
0.1635
706.59
11.407565
17.43
677
4,410
14,218
74.8
0
0
0
0
1
major_purchase
0.0774
124.88
10.714418
19.63
757
4,201
3,417
15.3
1
0
0
0
1
all_other
0.1218
499.5
11.595427
12.25
727
6,035
24,573
87.4
1
0
0
0
1
small_business
0.1704
74.92
10.450452
6.32
687
1,950
8,903
79.5
1
0
0
0
1
educational
0.0859
316.11
11.390758
8.83
762
7,229.958333
75,336
32.6
0
0
0
0
1
credit_card
0.0774
218.54
11.284995
2.19
797
7,259.958333
0
0
0
0
0
0
1
home_improvement
0.1461
861.88
11.626254
16.66
712
9,120
65,844
48.9
1
0
0
0
1
debt_consolidation
0.0859
202.31
11.021798
7.9
747
2,759.958333
5,418
8.2
1
0
0
0
1
major_purchase
0.1114
131.22
9.798127
2.8
742
2,250
2,135
46.4
1
0
0
0
1
debt_consolidation
0.0894
460.69
11.512925
6.54
762
6,930
7,563
30
0
0
0
0
1
debt_consolidation
0.1287
210.21
10.215045
23.73
692
3,239.958333
9,166
73.9
2
0
0
0
1
all_other
0.1148
494.53
12.154779
6.35
767
7,229.958333
544
2.7
2
1
0
0
1
all_other
0.1183
248.51
10.308953
22.52
712
3,599.958333
10,131
39.6
0
0
0
0
1
debt_consolidation
0.0894
114.38
10.463103
23.92
722
2,250
8,151
57
1
0
0
0
1
all_other
0.1253
160.64
9.505991
2.05
717
3,090
1,554
23.9
2
0
0
0
1
debt_consolidation
0.1114
500.26
11.599103
8.69
752
3,899.958333
4,963
14.2
1
0
0
0
1
credit_card
0.0859
113.8
11.0021
2.9
742
3,629.958333
3,880
25
4
0
0
0
1
debt_consolidation
0.1114
131.22
10.691945
22.96
717
5,490
13,694
83.5
0
0
0
0
1
all_other
0.0894
381.26
10.308953
12.56
802
4,349.958333
2,316
4.8
0
0
0
0
1
debt_consolidation
0.1565
510.8
11.482466
18.73
662
4,440.041667
31,485
58.6
0
0
0
1
1
credit_card
0.1114
459.25
10.666627
14.21
747
3,720
14,447
68.8
0
0
0
0
1
debt_consolidation
0.1218
499.5
11.225243
12.22
712
2,849.958333
15,191
83
1
0
0
0
1
all_other
0.1287
437.24
10.085809
10.8
702
2,640
9,424
38.6
0
0
0
1
1
debt_consolidation
0.1426
720.43
11.018629
18.85
692
5,459.958333
18,020
34.9
0
0
0
0
1
debt_consolidation
0.1426
626.08
10.858999
23.12
687
3,627
13,882
69.4
0
0
0
1
1
major_purchase
0.1114
393.65
10.85418
24.7
737
3,240.958333
9,200
26.8
1
0
0
0
1
small_business
0.1287
94.18
11.52132
0.88
777
6,918
2,817
9.5
0
0
0
0
1
debt_consolidation
0.1635
538.77
10.915088
23.21
677
3,660
34,715
96.7
1
0
0
0
1
all_other
0.1426
51.46
10.819778
24.43
667
4,229.958333
26,669
92.6
0
1
0
0
1
all_other
0.1496
691.17
11.206129
10.29
707
1,531
12,560
53
0
0
0
0
1
small_business
0.1461
655.03
11.387362
5.56
792
9,636
14,653
44.3
3
0
0
0
1
debt_consolidation
0.1531
389.94
10.845446
3.16
722
4,319.958333
4,138
98.5
0
0
0
0
1
debt_consolidation
0.1148
395.63
12.206073
6.11
737
6,960
2,874
4.7
1
0
0
0