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
0.1189
198.99
10.915088
6.81
697
4,559.958333
9,720
40.3
0
0
0
0
1
small_business
0.1126
492.95
11.156251
13.39
792
5,669.958333
0
0
0
0
0
0
1
debt_consolidation
0.1379
408.91
10.799494
18.64
682
4,350
46,817
92.3
1
0
1
1
1
educational
0.1126
59.16
10.085809
8.6
722
1,559.958333
2,297
26.1
1
0
0
0
1
small_business
0.1379
558.84
11.196707
17.43
682
3,839.958333
23,831
62.7
2
0
0
0
1
home_improvement
0.1189
431.14
11.407565
2.64
727
3,540
6,040
27.1
2
0
0
0
1
debt_consolidation
0.0963
189.36
10.043249
8.19
727
2,309.958333
5,898
57.8
0
0
0
0
1
home_improvement
0.1347
508.84
11.170491
18.84
682
7,920
34,645
61
0
0
0
0
1
home_improvement
0.1253
502
11.561716
13.78
707
4,410
21,702
46.7
3
0
0
0
1
debt_consolidation
0.1284
268.95
10.714418
22.51
697
3,540
13,450
82
1
0
0
0
1
debt_consolidation
0.08
225.62
10.668862
9.55
752
3,180
9,866
58.7
1
0
0
0
1
debt_consolidation
0.1095
163.57
10.085809
13.45
742
9,395
5,274
65.9
0
0
0
0
1
debt_consolidation
0.1316
337.71
10.915379
15.94
697
5,340
14,588
94.1
2
0
0
0
1
credit_card
0.1253
100.4
11.000499
7.97
682
5,370
24,876
86.4
1
2
0
0
1
debt_consolidation
0.1426
686.12
11.407565
22.81
687
4,505
28,619
74.3
1
0
1
1
1
credit_card
0.1126
328.64
11.198215
6.94
737
6,900
11,821
33
0
0
0
0
1
debt_consolidation
0.1347
101.77
10.621327
5.21
697
5,639.958333
5,805
80.6
0
0
1
0
1
debt_consolidation
0.1253
502
11.8706
16.75
702
4,799.958333
23,252
68.6
1
0
0
0
1
major_purchase
0.0932
159.74
12.149502
7.69
742
5,999.958333
15,732
38
1
0
0
0
1
credit_card
0.1442
388.53
10.9415
22.29
667
3,270
16,672
72.5
0
0
0
0
1
debt_consolidation
0.1568
700.04
11.669929
22.02
702
4,889.958333
21,873
75.2
0
0
0
0
1
all_other
0.1158
396.17
10.463075
15.39
712
3,930
16,862
54.7
2
0
0
0
1
debt_consolidation
0.08
94.01
11.289782
14.63
757
2,040
2,238
3
2
0
0
0
1
home_improvement
0.1221
399.78
11.018564
18.89
707
4,109.958333
17,710
60.7
1
0
0
0
1
educational
0.0963
160.48
11.608236
11.81
732
5,309.958333
23,658
46.8
2
0
0
0
1
all_other
0.0932
127.79
11.492723
2.77
737
3,479.958333
12,535
20
0
0
0
0
1
all_other
0.1095
327.14
9.903887
0
742
11,146.95833
0
0
1
1
0
0
1
all_other
0.0963
320.95
10.976782
24.57
762
8,849.958333
23,607
37.5
4
0
0
1
1
educational
0.0963
102.71
9.811372
20.26
772
1,771
6
0.3
0
0
0
0
1
credit_card
0.1158
115.55
10.463103
14.47
702
2,160
8,716
51
0
0
0
0
1
all_other
0.1253
334.67
10.433998
22.56
697
9,629.958333
18,212
72.6
1
0
0
1
1
all_other
0.1095
130.86
10.518673
6.36
722
3,690
15,830
52.8
2
0
0
0
1
debt_consolidation
0.0932
319.47
10.645425
22.18
762
9,120
4,022
20.6
0
0
0
0
1
all_other
0.1095
327.14
11.104957
19.87
732
3,419.958333
20,545
43.2
2
0
0
0
1
all_other
0.1316
84.43
10.491274
2.2
697
3,570
2,196
35.4
1
0
0
1
1
educational
0.0932
191.69
10.621327
17.5
732
7,049.958333
19,391
68
0
0
0
0
1
debt_consolidation
0.1347
678.46
11.695247
12.8
697
5,639.958333
35,214
81
2
0
0
0
1
all_other
0.1221
165.75
10.915088
14.2
692
1,830
5,284
60
0
0
0
0
1
all_other
0.1189
198.99
10.126631
12.67
727
1,710
6,371
23.1
1
0
0
0
1
debt_consolidation
0.0963
401.18
11.438202
2.83
752
4,799.958333
12,363
17.8
1
0
0
0
1
debt_consolidation
0.1221
533.04
11.695247
7
757
5,880
9,323
31.8
6
0
0
0
1
debt_consolidation
0.1284
319.38
11.25208
8.57
692
2,790
10,573
39.7
2
0
0
0
1
all_other
0.1189
281.9
11.066576
18.06
702
3,349.958333
3,948
11.2
3
0
0
0
1
all_other
0.1189
49.75
10.829729
16.87
687
2,314.958333
962
64.1
0
0
0
0
1
debt_consolidation
0.0932
319.47
11.09741
13.73
752
4,230
9,956
27.1
0
0
0
0
1
major_purchase
0.1158
59.43
10.73631
17.3
712
2,369.958333
7,634
89.8
0
0
0
0
1
home_improvement
0.1221
666.3
11.082143
13.85
717
5,730
5,119
17.7
1
2
0
0
1
debt_consolidation
0.1253
502
11.362149
9.45
702
9,360
32,239
55.5
0
1
0
0
1
credit_card
0.1126
377.93
11.0021
24.22
732
4,933.958333
21,354
30.5
1
0
0
0
1
debt_consolidation
0.1253
836.66
13.458836
9.64
727
6,810
49,139
86
0
0
0
0
1
educational
0.1505
60.71
9.21034
15.84
677
2,070
0
92.3
1
0
0
0
1
debt_consolidation
0.1126
492.95
11.0021
14.86
732
4,169.958333
16,439
57.9
0
0
0
0
1
debt_consolidation
0.0963
308.11
10.621327
6.85
762
4,499.958333
12,865
18.8
2
0
0
0
1
debt_consolidation
0.1411
82.15
9.998616
10.47
672
4,620
5,873
93.2
1
0
0
0
1
debt_consolidation
0.1442
247.56
10.878047
13.86
662
2,970
16,364
54.5
0
1
0
0
1
credit_card
0.1316
357.97
10.645425
19.49
692
3,479.958333
30,869
60.1
0
0
0
0
1
debt_consolidation
0.1379
340.76
10.621327
15.78
682
3,180
8,826
86.3
0
0
0
0
1
all_other
0.1322
40.57
11.21182
9.75
672
4,457
8,396
55.2
0
1
0
0
1
all_other
0.1158
528.22
11.121363
2.2
732
4,740
6,476
40.7
1
0
0
0
1
credit_card
0.1095
212.64
10.985293
13.38
717
2,070
6,678
48.4
1
0
0
0
1
all_other
0.1316
118.2
9.837348
20.83
672
4,199.958333
11,740
83.3
3
0
0
0
1
debt_consolidation
0.0932
319.47
10.621425
7.43
752
4,079.958333
11,314
37.1
2
0
0
0
1
educational
0.1284
336.18
11.512925
17.26
687
3,243
6,435
23
2
0
1
0
1
home_improvement
0.1095
588.85
10.893029
6.69
797
3,690
77
0.7
0
0
0
1
1
educational
0.1347
84.81
9.574983
16.33
672
3,150
1,159
38.6
1
0
0
0
1
credit_card
0.1158
660.27
11.499354
3.93
752
4,229.958333
9,873
9.2
1
0
0
1
1
all_other
0.1189
182.41
10.849415
18.45
697
3,419.958333
11,812
67.9
1
0
0
0
1
debt_consolidation
0.0963
478.21
11.05089
17.54
767
4,589.958333
7,504
14.9
0
0
0
0
1
debt_consolidation
0.0963
115.54
10.915016
1.24
722
6,359.958333
1,919
19.8
2
0
1
0
1
major_purchase
0.1114
98.42
10.308953
1.48
752
2,010.041667
471
5.2
1
0
0
0
1
debt_consolidation
0.1474
207.23
11.350407
15.02
667
5,939.958333
36,120
91.2
1
0
0
0
1
debt_consolidation
0.1537
317.11
10.555813
4.97
662
2,639.958333
10,971
67.7
0
0
0
0
1
major_purchase
0.1253
257.69
11.476344
13.43
692
3,990
16,343
81.3
2
0
0
0
1
small_business
0.1095
471.08
11.289832
12.4
762
3,065.958333
9
0
1
0
0
0
1
debt_consolidation
0.1221
374.8
11.156193
19.01
717
4,949.958333
16,842
81.8
1
0
0
0
1
debt_consolidation
0.0963
417.23
10.950807
20.74
777
6,060
59,544
26.5
2
0
0
0
1
all_other
0.1189
278.58
11.982929
10.78
702
6,990
62,083
43.8
0
0
0
0
1
debt_consolidation
0.0932
191.69
11.0021
11.32
777
3,479.958333
0
0
1
0
0
0
1
educational
0.1253
83.67
9.903488
1.62
707
1,740
1,371
21.4
2
0
0
0
1
all_other
0.1221
69.97
10.419301
0.39
692
2,312.958333
569
17.2
3
0
0
0
1
debt_consolidation
0.1379
190.83
10.463218
12.89
687
1,770
8,364
48.1
1
0
0
1
1
all_other
0.1189
215.57
10.584562
8.47
702
2,160
7,763
33.2
1
0
1
0
1
all_other
0.1253
267.73
10.434116
21.85
687
2,084
12,806
38.6
1
0
0
1
1
all_other
0.1095
130.86
10.434116
9
772
5,969.958333
16,142
38.1
0
0
0
0
1
debt_consolidation
0.1316
624.75
10.915088
21.67
702
4,229.958333
24,983
63.7
1
0
0
1
1
all_other
0.1095
229
10.518673
9.76
717
2,160
9,724
50.4
0
0
0
0
1
all_other
0.1126
39.44
11.0021
5.38
717
5,669.958333
27,524
94.3
1
0
0
0
1
home_improvement
0.0932
319.47
10.968198
0
797
4,559.958333
87
0.5
0
0
0
0
1
debt_consolidation
0.1357
679.37
11.492723
7.8
702
7,746
24,918
29.7
1
0
0
0
1
credit_card
0.1189
82.91
11.652687
8.86
687
11,789.95833
32,812
48.3
0
0
0
0
1
all_other
0.1253
267.74
11.0021
6.26
707
1,776
0
0
0
0
0
0
1
debt_consolidation
0.1158
379.66
10.763081
23.7
712
3,330
12,050
63.1
1
0
0
1
1
home_improvement
0.08
219.36
9.91739
8.64
767
4,529.958333
6,332
24.3
0
0
0
0
1
educational
0.1253
60.24
10.405716
13.62
677
3,150
921
51.2
1
0
0
0
1
debt_consolidation
0.1126
328.64
11.225243
20.06
717
4,529.958333
3,404
72.4
2
0
0
0
1
credit_card
0.08
225.62
10.985293
8.95
757
8,819.958333
14,824
30.5
3
0
0
0
1
debt_consolidation
0.1221
299.84
11.289782
11.4
692
2,399.958333
22,014
51.9
0
0
0
0
1
home_improvement
0.1496
866.16
11.695247
16.28
702
7,020
73,257
60
0
0
0
0
1
debt_consolidation
0.0963
192.57
10.165852
8.35
757
11,297
17,737
23.6
0
0
0
0
1
all_other
0.0963
282.43
11.093585
4.89
757
4,620
6,055
31.9
0
0
0
0