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
0.0963
192.57
10.945529
16.78
722
2,700.041667
13,066
24.9
1
0
0
0
1
major_purchase
0.1537
375.47
9.942516
5.02
687
1,205
1,889
43.9
2
0
0
0
1
debt_consolidation
0.1253
167.34
11.245046
23.29
712
4,530.041667
40,752
89.5
0
0
0
0
1
debt_consolidation
0.1316
675.41
11.652687
9.52
717
8,253.041667
22,424
34.4
0
0
0
0
1
debt_consolidation
0.1442
275.07
10.479258
24.63
677
5,880
8,928
62.2
2
0
0
0
1
all_other
0.0737
60.54
10.545341
14.49
777
4,950.041667
1,595
5.1
0
0
0
0
1
credit_card
0.0932
191.69
10.968198
3.41
737
6,870.041667
7,711
58.4
3
0
0
0
1
credit_card
0.0768
155.96
11.635143
1.07
787
3,150.041667
4,333
17.1
0
0
0
0
1
educational
0.1379
170.38
11.350407
0.42
737
1,140
890
6.4
1
0
0
0
1
major_purchase
0.08
282.03
10.855917
8.4
792
3,870.041667
2,475
12.3
1
0
0
0
1
small_business
0.1284
672.36
11.156251
16.87
747
5,001
4,304
4.1
4
0
0
0
1
educational
0.1284
50.43
11.407565
17.32
692
7,320
27,248
79.4
1
0
0
0
1
all_other
0.1253
80.32
9.998616
23.73
707
1,620.041667
3,228
38.4
3
0
0
0
1
all_other
0.1189
232.15
10.898072
17.95
712
4,920.041667
14,968
28.1
1
0
0
0
1
all_other
0.1347
169.62
11.082204
18.92
687
5,550
0
0
1
3
0
0
1
home_improvement
0.1347
308.7
11.034954
7.61
702
8,071
22,493
30.9
1
0
0
0
1
educational
0.1442
182.23
10.819858
15.24
672
2,760.041667
2,401
57.2
0
0
0
0
1
credit_card
0.1221
199.89
9.952278
11.77
712
15,150.04167
8,680
24.6
0
0
1
0
1
debt_consolidation
0.1316
236.4
11.407565
5.83
697
7,140.041667
8,091
36.4
0
0
0
0
1
home_improvement
0.0963
192.57
11.277203
9.92
767
3,600
1,431
4.4
4
0
0
0
1
credit_card
0.0963
192.57
11.264464
7.29
727
2,672
11,646
33.8
3
0
0
0
1
small_business
0.1843
181.85
9.903488
10.32
697
1,545
3,688
97.1
1
0
0
0
1
debt_consolidation
0.1284
336.18
10.23996
10.89
712
2,370
9,020
56.7
1
0
0
0
1
credit_card
0.0963
247.13
11.289782
24.5
737
9,360.041667
13,734
75.5
1
0
0
0
1
debt_consolidation
0.1379
195.94
10.858999
18.58
687
5,562
6,180
92.2
0
0
0
0
1
credit_card
0.1347
569.9
11.225243
13.63
712
6,510.041667
15,646
81.9
1
1
0
0
1
debt_consolidation
0.1284
336.18
10.596635
19.44
727
4,470
17,944
57.5
0
0
0
0
1
debt_consolidation
0.1379
136.31
10.596635
13.68
682
2,340.041667
4,764
79.4
2
1
0
0
1
credit_card
0.16
269.84
10.491274
16.37
667
1,470
16,083
71.8
0
0
0
0
1
debt_consolidation
0.1505
249.78
11.225243
8
677
4,440
17,321
87.6
0
1
0
0
1
home_improvement
0.0932
223.63
11.918391
7.5
762
2,340.041667
79,333
4.5
0
0
0
0
1
all_other
0.1411
684.58
11.0021
22.24
702
4,410
9,520
76.2
0
0
0
0
1
debt_consolidation
0.1379
245.35
10.583549
18.57
682
2,370.041667
9,625
56
2
0
0
0
1
credit_card
0.0963
385.14
10.668955
22.02
752
2,807.041667
22,486
26.6
0
0
0
1
1
major_purchase
0.0963
256.76
11.736069
10.53
742
12,540.04167
9,348
49.5
2
0
0
0
1
all_other
0.0932
159.74
10.373491
1.13
752
3,780.041667
833
8.2
2
0
0
0
1
all_other
0.0932
159.74
10.984941
10.46
777
3,100.041667
152
0.6
1
0
0
0
1
debt_consolidation
0.1505
85.87
11.184421
19.87
672
4,800
5,517
34.1
2
0
0
1
1
debt_consolidation
0.0963
462.16
11.066576
16.78
762
4,560.041667
11,160
14.9
1
0
0
0
1
all_other
0.1632
176.57
11.877569
4.35
667
8,190.041667
157
52.3
1
1
1
0
1
small_business
0.1537
871.16
11.406453
22.59
702
4,980
30,523
77.7
1
0
0
0
1
debt_consolidation
0.1568
280.02
10.916433
22.18
667
11,130.04167
43,110
93.3
1
0
0
0
1
credit_card
0.1442
238.96
10.126631
18
672
3,780.041667
9,394
44.6
3
0
0
1
1
all_other
0.1316
675.41
11.238489
16.56
712
3,245.041667
21,118
65.2
0
0
0
1
1
credit_card
0.1253
167.34
11.101221
16.55
722
8,280.041667
24,345
93.6
0
0
0
0
1
debt_consolidation
0.1347
417.25
10.373616
22.08
697
5,220
10,543
29.1
0
0
0
0
1
small_business
0.1411
61.62
10.714418
15.68
677
6,990
17,826
92.8
2
0
0
0
1
all_other
0.1316
405.25
11.277153
17.96
702
3,240.041667
754
9.5
1
2
0
0
1
credit_card
0.1379
545.21
11.289782
10.95
702
3,420.041667
13,742
64.5
0
0
0
1
1
credit_card
0.0768
31.2
11.350407
2.82
767
6,300
7,603
20.7
0
0
0
0
1
debt_consolidation
0.1474
379.91
10.858922
10.87
677
2,790.041667
11,419
84.6
1
1
0
0
1
all_other
0.1253
100.4
10.308953
17.8
697
3,450.041667
1,568
44.8
1
0
0
0
1
debt_consolidation
0.1221
106.61
9.903488
5.04
722
5,280.041667
3,246
22.2
1
0
1
0
1
all_other
0.1253
669.33
10.887437
10.56
747
6,330
25,121
88.4
1
0
0
0
1
all_other
0.0737
55.89
10.28466
7.25
772
7,381
6,469
14.9
1
0
0
0
1
debt_consolidation
0.1474
690.74
11.184421
10.43
687
3,180.041667
13,693
68.8
0
0
0
0
1
all_other
0.1442
137.54
9.740969
8.26
697
1,181
3,090
55.2
0
0
0
0
1
debt_consolidation
0.1695
427.53
11.407565
16.53
667
1,322.041667
15,534
87.3
3
0
0
0
1
home_improvement
0.1221
333.15
11.112448
11.77
742
5,129.958333
220
4
1
0
0
0
1
debt_consolidation
0.1379
340.76
11.168631
24.91
692
8,850
6,344
32.4
0
1
0
0
1
all_other
0.0932
191.69
11.082143
9.73
762
5,858
717
2.7
1
0
0
0
1
debt_consolidation
0.1505
693.83
11.314987
16.54
697
6,270
12,147
91.3
0
0
0
1
1
debt_consolidation
0.1821
290.07
10.555188
10.76
672
1,980.041667
9,961
99.6
0
0
0
0
1
debt_consolidation
0.1442
481.36
11.156193
21.21
692
5,730.041667
40,125
92
1
0
0
0
1
home_improvement
0.1853
262.21
11.326596
4.41
672
6,120.041667
12,513
99.3
0
0
0
0
1
debt_consolidation
0.1253
401.6
10.878047
20.15
737
5,940
18,154
54.4
0
0
0
0
1
small_business
0.1284
268.95
11.309585
4.97
787
3,930.041667
11
1
3
0
0
0
1
debt_consolidation
0.1221
399.78
11.018629
17.7
762
4,831
12,416
21.9
3
0
0
0
1
debt_consolidation
0.1253
200.8
10.433998
24.71
702
3,930.041667
8,375
58.2
1
0
0
0
1
home_improvement
0.1379
102.23
11.407565
17.63
682
4,710
6,345
90.6
0
0
1
0
1
debt_consolidation
0.1221
466.41
11.849398
0.32
747
1,620.041667
3,926
11.5
0
0
0
0
1
debt_consolidation
0.1442
515.74
10.73631
11.48
712
2,970
16,727
53.1
2
0
0
0
1
debt_consolidation
0.1379
408.91
10.518889
13.46
702
3,210.041667
4,800
94.1
1
0
0
1
1
all_other
0.1379
374.84
11.156193
14.8
687
3,210
10,619
47.8
0
1
0
0
1
debt_consolidation
0.1632
141.26
10.571317
9.72
667
2,370.041667
10,490
96.2
1
0
0
0
1
small_business
0.1221
399.78
10.757903
19.38
727
4,110
9,554
34.2
1
1
0
0
1
debt_consolidation
0.1347
271.39
10.714418
21.68
687
2,730.041667
12,000
82.2
0
0
0
0
1
credit_card
0.08
219.36
11.134706
8.22
752
8,580.041667
2,932
17.2
0
0
0
0
1
debt_consolidation
0.1347
590.26
11.580584
13.38
707
5,579.958333
35,598
57.9
0
0
0
0
1
home_improvement
0.0768
168.43
10.449175
10.53
797
5,640.041667
5,133
7.3
0
0
0
0
1
major_purchase
0.1537
174.24
10.463103
11.67
672
2,070.041667
8,105
87.2
1
0
0
0
1
small_business
0.0932
278.74
10.858999
16.59
757
5,520
43,232
41.1
0
0
0
1
1
small_business
0.1411
855.73
12.47126
7.82
712
8,760
11,697
33.2
0
0
0
0
1
debt_consolidation
0.1411
41.08
9.21034
8.28
677
1,920
802
6.3
1
1
0
1
1
credit_card
0.1148
197.82
10.933107
11.16
712
2,367.958333
18,513
60.1
2
0
0
1
1
all_other
0.0963
385.14
11.0021
4.32
752
6,840.041667
3,428
6.1
0
0
0
0
1
credit_card
0.0963
168.5
11.082204
20.16
727
3,397.958333
25,147
60.3
1
0
0
0
1
credit_card
0.0963
117.15
11.608236
15.75
717
2,760.041667
35,544
67.6
2
0
0
0
1
all_other
0.1316
101.32
10.645425
17.86
687
2,910
8,817
60
1
0
0
0
1
debt_consolidation
0.1284
537.89
11.512925
19.26
717
4,140
26,711
41.7
2
0
0
0
1
all_other
0.1411
766.73
11.350359
7.78
697
4,829.958333
18,067
60.6
0
0
0
1
1
debt_consolidation
0.1379
408.91
10.915234
20.4
702
5,550
7,085
41.7
1
0
0
0
1
small_business
0.0932
222.03
10.308953
23.24
737
5,220
16,775
47.4
0
0
0
0
1
debt_consolidation
0.16
527.36
10.819778
6.19
667
3,720
11,819
75.8
0
0
0
0
1
debt_consolidation
0.0932
159.74
10.714418
20.35
737
1,950
4,717
51.3
0
0
0
0
1
small_business
0.1284
168.09
11.0021
13
697
3,840.041667
5,878
52
0
0
0
1
1
debt_consolidation
0.1663
638.46
11.03811
22.98
672
2,310
18,182
72.7
0
0
0
0
1
major_purchase
0.1442
171.92
10.085809
13.5
692
2,640
2,109
42.2
1
0
0
0
1
all_other
0.1221
116.61
10.858922
15.07
707
5,580
12,324
25.5
2
0
0
1
1
all_other
0.0963
96.29
11.326596
18.88
717
1,950
5,033
17.1
1
0
0
0