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
0.1347
237.46
10.521911
14.71
707
3,810
3,915
93.2
0
0
0
0
1
credit_card
0.1221
258.2
10.638256
17.78
717
2,520
14,610
76.9
0
0
0
1
1
all_other
0.08
263.23
11.156251
3.05
777
4,020.958333
1,506
6.6
0
0
0
0
1
all_other
0.08
172.35
11.302204
9.87
782
5,730
4,590
14.7
0
0
0
0
1
all_other
0.1284
168.09
10.308953
2.6
757
4,590
724
2.8
1
0
0
0
1
major_purchase
0.1505
346.92
10.757988
20.19
752
4,621
0
27.7
2
0
0
0
1
all_other
0.1316
337.71
10.714418
3.97
732
2,789
2,025
15.6
1
0
0
1
1
all_other
0.0768
374.29
11.156193
12.62
722
2,911
16,810
32.3
2
0
0
1
1
major_purchase
0.0963
215.04
9.510445
6.4
807
9,209.958333
35
1.7
0
0
0
0
1
home_improvement
0.08
125.35
11.156193
8.78
757
2,790
3,008
8.7
0
0
0
0
1
debt_consolidation
0.1347
407.08
11.0021
15.12
697
2,520
12,540
54.3
1
0
0
0
1
credit_card
0.0963
385.14
10.91567
21.17
757
10,739.95833
25,133
38.8
1
0
0
0
1
all_other
0.1632
331.95
10.819778
1.46
692
1,620
4,700
51.6
1
0
0
0
1
all_other
0.1411
342.29
11.982929
9.27
677
5,189.958333
10,843
68.6
0
1
0
1
1
debt_consolidation
0.1347
407.08
10.149097
9.2
722
11,339.95833
11,377
94.8
1
0
0
1
1
debt_consolidation
0.0963
320.95
10.825363
13.77
737
5,400
1,251
5.5
1
0
1
0
1
small_business
0.1505
477.01
10.308953
17.96
687
1,441
5,269
15.1
3
0
0
1
1
small_business
0.1221
499.73
11.546002
8.57
772
4,109.958333
11,700
42.5
0
0
0
0
1
debt_consolidation
0.1284
84.05
10.668955
8.76
687
5,670
1,580
14
1
0
0
0
1
debt_consolidation
0.1347
339.23
11.225243
14.91
732
3,737.958333
26,694
98.9
3
0
0
0
1
credit_card
0.1284
504.27
11.082143
6.65
717
2,190.958333
27,201
57.4
0
0
0
0
1
debt_consolidation
0.0963
320.95
10.596635
12.81
742
8,370
7,108
18.3
2
0
0
0
1
major_purchase
0.1442
687.66
12.464583
16.97
697
7,799.958333
58,981
84.9
2
0
0
0
1
all_other
0.08
156.69
10.915088
9.05
757
2,490
1,012
10.1
0
0
0
0
1
all_other
0.1221
666.3
10.849337
3.1
782
2,850
99
0.4
0
0
0
0
1
all_other
0.1537
104.54
11.0021
1
672
1,800
1,048
31.8
1
0
0
1
1
debt_consolidation
0.1474
276.3
10.308953
15.44
677
8,617
21,202
88
0
1
0
0
1
debt_consolidation
0.0932
313.08
10.434116
22.62
747
6,725.958333
16,248
23.9
0
0
0
0
1
home_improvement
0.0932
159.74
10.126631
3.89
777
3,419.958333
3,901
10.6
2
0
0
0
1
all_other
0.1284
672.36
11.384959
1.95
787
2,730
45,210
3.8
1
0
0
0
1
debt_consolidation
0.1726
894.61
12.487485
12.76
692
6,599.958333
35,172
95.3
0
0
0
1
1
debt_consolidation
0.1442
687.66
11.184421
23.25
697
6,659.958333
18,789
52
3
0
0
0
1
credit_card
0.1221
399.78
11.0021
16.16
742
4,379.958333
24,904
66.4
2
0
0
0
1
debt_consolidation
0.1411
410.75
11.038175
22.03
682
3,150
4,532
32.4
0
0
0
0
1
debt_consolidation
0.1632
474.97
11.382874
18.64
662
7,920
6,021
57.9
0
1
0
0
1
debt_consolidation
0.1379
391.87
10.73422
10.3
697
3,659.958333
11,361
35.3
0
3
0
0
1
home_improvement
0.0963
224.66
11.429587
8.05
757
4,799.958333
962
4.6
0
1
0
0
1
all_other
0.1474
690.74
10.714418
9.31
697
3,374.958333
1,483
4.2
0
0
0
0
1
educational
0.06
91.27
9.793449
5.69
727
4,320
859
10.7
0
0
0
0
1
small_business
0.1695
356.27
11.0021
11.18
662
3,336.958333
6,070
88
1
0
0
0
1
credit_card
0.1379
340.76
10.448715
14.71
692
2,520
8,316
52.6
0
0
0
0
1
all_other
0.1218
399.6
11.048522
9.03
712
7,321
16,353
31.9
0
0
0
0
1
all_other
0.1347
67.85
9.884916
16.32
692
2,189.958333
6,191
72
1
0
0
0
1
small_business
0.0963
513.51
11.695247
2.5
802
12,330
8,823
7.4
1
0
0
0
1
debt_consolidation
0.1284
242.05
10.819858
13.17
702
10,259.95833
19,434
43.2
2
0
0
0
1
home_improvement
0.1253
301.2
11.429457
20.3
722
4,446.958333
42,813
0
2
0
0
1
1
all_other
0.1496
207.87
11.205041
18.43
662
5,517
14,417
82.9
0
0
0
0
1
home_improvement
0.1347
542.77
12.254863
14.93
707
6,359.958333
46,392
81.1
1
0
0
0
1
all_other
0.1505
190.81
10.669048
12.7
667
3,719.958333
1,953
57.4
2
1
0
0
1
credit_card
0.0932
191.69
11.112448
19.45
747
7,409.958333
42,518
68.9
2
0
0
0
1
all_other
0.0932
191.69
10.950807
11.56
777
6,810
14,650
24.5
5
0
0
0
1
small_business
0.1253
167.34
11.561716
23.9
707
7,500
70,432
89.3
0
0
0
0
1
small_business
0.1221
666.3
11.695247
8.22
782
6,450
3,606
4.5
0
0
0
0
1
all_other
0.1505
260.19
12.365637
15.01
672
7,500
82,153
88.1
0
0
0
0
1
all_other
0.1442
51.58
11.235379
11.4
677
3,510
457
18
0
0
0
0
1
debt_consolidation
0.1505
294.88
9.998798
13.75
672
1,740
11,131
57.7
1
0
0
1
1
major_purchase
0.1253
187.42
10.463103
14.43
702
8,130.958333
15,341
40.2
1
0
0
1
1
all_other
0.1126
312.21
11.184421
3.73
747
2,070
700
14.6
7
0
0
0
1
all_other
0.1316
303.94
10.596635
9.66
727
4,019.958333
1,813
27.1
1
0
1
0
1
debt_consolidation
0.1347
244.25
11.390758
12.83
687
3,510
28,767
74.9
1
0
0
0
1
major_purchase
0.1505
156.12
11.314475
11.56
667
3,630
0
0
1
2
1
0
1
debt_consolidation
0.1411
329.46
10.714418
22.48
682
2,309.958333
13,575
73.8
0
0
0
1
1
debt_consolidation
0.1347
284.95
11.03489
13.53
692
3,990
9,631
74.7
3
0
0
0
1
small_business
0.1347
814.15
11.512925
7.25
737
2,160
5
0.2
3
0
0
0
1
credit_card
0.1379
511.14
10.968198
11.07
707
3,120
15,166
94.8
2
0
0
0
1
home_improvement
0.1442
55.02
10.154246
12.98
692
1,260
0
0
0
0
1
0
1
all_other
0.1221
333.15
9.952278
8.46
717
1,829.958333
6,711
53.3
1
0
0
0
1
small_business
0.1316
413.69
10.085809
11.35
707
2,130
4,850
53.9
1
0
0
1
1
all_other
0.1158
528.22
12.611538
7.6
697
4,214
41,491
60.9
0
0
0
0
1
debt_consolidation
0.1379
238.53
10.203592
21.91
697
3,180
7,494
94.9
0
0
0
0
1
debt_consolidation
0.1411
676.02
11.082143
18.85
702
8,250
11,667
33.1
1
0
0
1
1
all_other
0.1347
169.62
11.289832
3.67
697
5,100
3,048
33.9
0
1
0
0
1
credit_card
0.1316
506.56
11.205041
18.87
727
9,450
49,542
54.6
2
0
0
0
1
debt_consolidation
0.0932
319.47
10.47345
19.88
762
2,760
12,255
24.2
0
0
0
0
1
small_business
0.0932
63.9
11.066638
12.04
742
2,760
0
0
0
0
0
0
1
small_business
0.1442
171.92
11.580846
1.96
697
2,669.958333
4,233
46
0
0
0
1
1
debt_consolidation
0.1411
164.3
10.502324
14.67
672
1,394
8,038
51.5
0
0
0
0
1
all_other
0.0932
255.58
11.81303
5.18
752
5,010
79,821
37.1
0
0
0
0
1
all_other
0.1189
663.28
10.705489
17.33
772
9,119.958333
22,828
21.4
1
0
0
0
1
all_other
0.1379
681.51
11.8422
7.12
712
5,100
7,629
25.3
0
0
0
0
1
debt_consolidation
0.0768
124.77
10.545341
13.45
802
4,560
3,199
7.4
0
0
0
0
1
all_other
0.1253
836.66
11.652687
1.39
762
2,160
30,215
49.6
1
0
0
1
1
debt_consolidation
0.1379
170.38
10.438576
5.69
692
5,159.958333
445
89
2
0
0
0
1
all_other
0.08
313.37
11.0021
0.36
792
2,520
1,858
12.7
0
0
0
0
1
debt_consolidation
0.1568
420.02
10.73631
4.04
667
3,389.958333
7,805
41.9
0
0
0
0
1
all_other
0.0963
385.14
11.225243
14.93
757
4,109.958333
2,300
11.3
0
0
0
0
1
credit_card
0.1379
436.17
11.599103
24.88
702
5,280
39,311
85.8
0
0
0
0
1
small_business
0.0768
194.95
10.668955
21.43
797
4,049.958333
2,094
7.7
1
0
0
0
1
debt_consolidation
0.1632
353.14
10.778956
20.55
672
4,799.958333
3,996
97.5
0
0
1
1
1
all_other
0.1095
170.12
11.302204
10.34
692
8,948
25,972
89.6
1
0
0
0
1
small_business
0.16
527.36
10.819778
7.92
702
4,139.958333
5,918
98.6
1
0
0
1
1
credit_card
0.1189
238.79
10.692036
6.98
712
5,040
9,144
25.5
0
0
0
0
1
all_other
0.1189
198.99
11.156251
7.23
722
2,249.958333
4,965
53.4
0
0
0
0
1
credit_card
0.1284
336.18
11.790557
2
712
9,209.958333
3,462
21.6
0
0
0
0
1
educational
0.1474
172.69
10.950807
9.81
687
6,120
3,335
45.1
2
0
0
1
1
major_purchase
0.1221
199.89
10.596635
0.6
747
3,779.958333
297
5.8
0
0
0
0
1
debt_consolidation
0.1568
210.01
10.858999
23.35
667
3,870
7,160
62.3
1
0
0
0
1
debt_consolidation
0.1316
432.26
11.03489
3.74
707
2,339.958333
6,214
20.8
0
0
0
0
1
debt_consolidation
0.1253
560.56
10.714418
22.45
712
4,139.958333
11,860
45.1
1
0
0
0
1
debt_consolidation
0.1379
170.38
10.448715
7.41
697
12,390
693
23.1
1
0
0
0