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
0.0932
31.95
10.491274
20.37
742
3,690
8,990
58
0
0
0
1
1
debt_consolidation
0.1316
405.25
10.968198
14.07
702
5,850
14,057
37.8
0
0
0
0
1
home_improvement
0.1411
102.69
11.225243
21.01
672
6,120.041667
10,025
57.8
1
1
0
0
1
credit_card
0.1221
266.52
9.903488
0
772
4,144
7,405
18.5
0
0
0
0
1
all_other
0.1189
530.63
11.225243
3.06
752
3,750
4,498
5.3
0
0
0
1
1
home_improvement
0.1505
693.83
11.088278
9.76
692
4,260.041667
0
0
1
0
0
0
1
debt_consolidation
0.0768
110.73
9.915663
8.83
767
8,280.041667
4,120
5.7
1
0
0
0
1
small_business
0.1284
504.27
11.156251
0.26
762
4,379.958333
186
0.7
2
0
0
0
1
debt_consolidation
0.0963
288.85
11.082143
22.45
737
6,930
32,820
73.4
0
0
0
0
1
debt_consolidation
0.1442
515.74
11.184421
12.25
697
5,310.041667
35,761
92.2
2
0
0
0
1
all_other
0.1284
134.48
9.798127
9.73
712
1,650.041667
13
1.3
1
0
0
0
1
debt_consolidation
0.0932
357.81
11.09741
5.8
747
4,559.958333
19,926
55.5
0
0
0
0
1
small_business
0.1189
99.5
10.308953
18.28
712
7,020
14,577
34.7
0
0
0
0
1
debt_consolidation
0.1505
277.53
10.205368
6.26
677
1,830
7,974
91.7
0
1
0
0
1
debt_consolidation
0.1379
340.76
11.082143
18.2
687
2,400
13,875
37.2
0
0
0
0
1
debt_consolidation
0.1537
261.35
10.463218
24.61
677
1,393
1,685
38.3
1
0
0
0
1
major_purchase
0.1284
302.57
11.257982
18.83
702
3,090.041667
1,575
23.2
2
0
0
0
1
educational
0.0963
208.62
10.373241
3.75
742
3,450.041667
883
13.8
1
0
0
0
1
all_other
0.1221
533.04
11.338572
17.8
737
4,980.041667
24,177
20.2
1
0
0
0
1
debt_consolidation
0.1253
174.03
10.829729
9.17
702
3,780
5,229
15.2
0
0
0
0
1
major_purchase
0.1379
170.38
10.819858
24.07
687
3,030
4,305
56.6
3
1
0
1
1
all_other
0.0737
69.86
11.366731
6.83
777
4,890.041667
103,088
29.8
1
0
0
0
1
home_improvement
0.1347
254.42
11.081465
6.76
687
4,680
9,463
83.7
1
0
0
0
1
all_other
0.1663
638.46
10.807706
10.91
667
2,040.041667
6,241
21
3
0
0
1
1
credit_card
0.1474
198.59
9.680344
12.6
682
1,263
5,560
32.9
1
0
0
0
1
all_other
0.1284
50.43
11.021902
17.65
687
2,490.041667
13,140
55.9
0
0
0
0
1
major_purchase
0.1442
206.3
11.021902
14.75
672
2,371.041667
9,184
58.5
3
0
0
0
1
debt_consolidation
0.1411
410.75
11.407565
13.73
682
5,010.041667
9,101
42.9
3
0
0
0
1
debt_consolidation
0.1568
420.02
11.289782
14.21
672
4,470
8,664
93.2
1
0
0
0
1
all_other
0.1253
46.86
11.104957
14.29
697
3,945
13,999
58.1
2
0
0
0
1
credit_card
0.1284
302.57
11.0021
19.22
682
4,179.958333
14,309
57
1
0
0
0
1
debt_consolidation
0.1316
506.56
10.596635
13.14
712
1,950
2,897
33.3
1
0
0
0
1
debt_consolidation
0.0932
95.85
11.119883
6.9
727
3,180.041667
20,863
52.8
0
0
0
0
1
debt_consolidation
0.1568
700.04
10.819778
15.1
677
2,985
24,738
50
2
0
0
0
1
home_improvement
0.1411
342.29
11.191342
24.7
677
2,078
45,383
79.6
0
0
0
0
1
debt_consolidation
0.1253
535.46
10.747208
21.7
727
13,380.04167
15,354
35.5
2
0
0
0
1
all_other
0.0932
191.69
10.789319
4.08
742
3,600.041667
4,014
25.9
0
0
0
0
1
debt_consolidation
0.1347
227.29
11.187251
14.21
687
5,760.041667
53,683
74.4
0
0
0
0
1
debt_consolidation
0.1284
100.86
11.512885
18.58
692
7,320
71,161
60
1
0
0
0
1
small_business
0.1253
312.08
11.350407
18.58
712
8,970.041667
67,614
49.2
0
0
0
1
1
debt_consolidation
0.1284
672.36
10.714418
19.12
767
5,790.041667
14,729
48.9
5
0
0
1
1
all_other
0.08
47.01
10.120211
14.73
767
3,454
2,130
12.3
4
0
0
1
1
debt_consolidation
0.1316
202.63
10.491274
23.77
692
4,440
6,581
39.6
1
0
0
1
1
debt_consolidation
0.1316
270.17
10.373491
11.44
697
2,040.041667
6,389
58.1
2
0
0
0
1
all_other
0.1316
114.82
10.366467
9.67
717
1,260.041667
3,967
48.9
0
0
0
0
1
debt_consolidation
0.1632
370.8
10.736397
9.97
662
1,680.041667
10,039
53.7
1
0
0
0
1
all_other
0.1347
237.46
11.429544
4.73
692
8,820
40,479
8.4
3
0
0
0
1
debt_consolidation
0.1379
245.35
10.37174
22.13
682
2,310
7,458
64.3
0
0
0
0
1
debt_consolidation
0.08
100.28
11.225243
5.79
737
4,800
4,000
11
0
0
1
0
1
debt_consolidation
0.1411
342.29
10.714418
7.95
682
2,340.041667
11,816
47.6
0
0
0
0
1
all_other
0.1505
69.39
10.819778
22.99
667
3,930
6,712
64.5
2
0
0
0
1
credit_card
0.0963
385.14
12.225875
9.14
747
3,960
25,814
29.1
0
0
0
0
1
debt_consolidation
0.1316
270.17
10.819778
19.51
737
4,513.958333
7,936
50.9
0
0
0
0
1
all_other
0.08
188.02
11.0021
1.06
767
4,756.958333
7,161
16.4
0
0
0
0
1
educational
0.1474
89.8
10.341613
5.3
662
2,737
4,620
64.2
1
0
0
0
1
small_business
0.0963
318.54
10.778956
24.52
742
3,029.958333
39,689
69.5
1
0
0
0
1
small_business
0.1474
207.23
10.491274
14
677
2,730
20,616
94.1
2
0
0
1
1
all_other
0.1347
339.23
10.915016
5.59
692
3,749.958333
2,432
24.1
1
2
0
0
1
all_other
0.08
200.56
10.819778
11.4
792
3,960
339
1.1
0
0
0
0
1
small_business
0.1474
172.69
10.819778
6.79
692
1,260
6,165
79
1
0
0
0
1
credit_card
0.1316
472.79
11.440355
19.24
717
14,760
40,761
65.6
0
0
0
0
1
debt_consolidation
0.0963
584.92
10.463218
22.76
782
5,430
4,407
9.2
0
0
0
0
1
major_purchase
0.0932
127.79
10.874266
0.59
742
3,749.958333
630
7.9
1
0
0
0
1
all_other
0.1221
159.92
11.066638
16.72
712
7,319.958333
9,878
56.4
3
1
0
0
1
debt_consolidation
0.1442
302.57
10.742811
5.94
707
4,379.958333
8,134
80.2
0
0
0
0
1
debt_consolidation
0.1474
241.76
10.476786
17.28
672
3,519
6,547
56.9
0
0
0
0
1
major_purchase
0.1189
331.64
11.350407
11.86
732
6,481
35,166
67.2
0
0
0
0
1
small_business
0.1347
678.46
11.982929
5.02
762
7,080
5,253
5.9
6
0
0
0
1
all_other
0.0932
223.63
11.184421
18.5
742
6,569.958333
41,059
51
0
0
0
0
1
credit_card
0.1183
222
11.235115
12.74
712
4,164
71,116
72.1
3
0
0
0
1
all_other
0.1189
232.15
11.589887
7.04
792
8,640
2,759
11
5
0
0
0
1
debt_consolidation
0.0932
70.29
9.741204
24.63
732
3,810
5,101
30.4
1
0
0
1
1
debt_consolidation
0.1284
201.71
10.668862
11.95
692
3,420
3,517
40.4
0
0
0
0
1
all_other
0.0932
268.36
12.154758
1.05
777
3,930
2,009
9.1
0
0
0
0
1
debt_consolidation
0.1442
550.13
11.156251
20.54
687
2,189.958333
16,124
70.1
1
0
0
0
1
small_business
0.0963
449.32
11.790557
14.59
787
5,459.958333
152
1
1
0
0
0
1
small_business
0.08
203.69
10.819778
3.24
822
7,260
35,624
2.5
0
0
0
0
1
small_business
0.1379
340.76
10.819858
16.58
712
3,060
757
22.9
1
0
0
0
1
debt_consolidation
0.1474
690.74
11.643954
15.27
702
2,639.958333
52,285
93.4
1
0
0
0
1
debt_consolidation
0.1379
468.54
10.404263
20.36
702
1,800
19,812
66.7
0
0
0
0
1
small_business
0.1316
168.86
11.918391
10.98
692
2,189.958333
75,454
72.4
1
0
0
0
1
debt_consolidation
0.1474
207.23
11.521132
4.96
672
3,930
3,402
47.9
2
0
0
0
1
all_other
0.1442
618.89
11.156251
7.89
722
3,269.958333
18,505
95.9
1
0
0
0
1
debt_consolidation
0.1284
638.75
11.082143
16.25
722
4,049.958333
15,923
56.3
0
0
0
0
1
major_purchase
0.0768
124.77
10.373491
5.7
772
7,649.958333
7,549
14.2
2
0
0
0
1
all_other
0.1253
401.6
10.571317
13.75
717
2,370
8,123
57.2
1
0
0
0
1
all_other
0.1726
644.12
11.525842
14.42
662
7,170
3,781
16.3
3
0
0
0
1
all_other
0.1505
156.12
10.404263
11.78
662
3,213
6,063
49.3
1
1
0
0
1
small_business
0.1316
270.17
10.915088
20.07
717
4,455.958333
34,260
77.5
0
0
0
0
1
debt_consolidation
0.1379
408.91
10.799739
11.7
687
4,139.958333
17,386
84.4
2
0
0
0
1
debt_consolidation
0.1347
678.46
12.122691
7.28
732
7,218
50,381
68.5
1
0
0
1
1
all_other
0.1221
199.89
10.463103
15.22
717
4,710
6,881
27.3
0
1
0
0
1
debt_consolidation
0.1442
515.74
11.407565
8.21
687
8,489.958333
5,226
48.8
2
0
0
0
1
all_other
0.0737
77.62
11.635099
0.39
772
7,260
2,498
10.6
0
0
0
0
1
debt_consolidation
0.1632
565.02
11.112448
10.39
667
7,590
12,736
70.4
2
2
0
0
1
debt_consolidation
0.074
155.3
11.359774
7.92
822
11,261
1,874
5.5
0
0
0
0
1
debt_consolidation
0.1411
308.06
10.858999
24.92
687
3,240
28,336
86.9
0
0
0
0
1
debt_consolidation
0.1284
268.95
10.645425
14.2
717
1,620
8,687
54.6
0
0
0
0
1
debt_consolidation
0.1347
407.08
10.819858
13.7
692
2,400
11,442
52
0
0
0
0
1
debt_consolidation
0.1379
681.51
11.184421
20.1
707
2,430
27,316
45.2
0
0
0
0