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
small_business
0.1357
135.88
11.309585
8.71
762
3,244
8,328
11
1
0
0
0
1
educational
0.1183
662.68
11.512925
6.72
737
3,041.041667
4,070
19.5
0
0
0
0
1
credit_card
0.1218
33.3
10.404263
13.56
692
2,130
13,781
65.8
3
0
0
0
1
credit_card
0.1148
98.91
10.558414
3.05
722
1,620.041667
3,738
30.4
1
0
0
0
1
debt_consolidation
0.1148
105.5
10.668955
21.43
712
3,664
11,262
27.1
1
0
0
0
1
all_other
0.1426
548.9
11.184421
18.87
682
5,190
33,587
45.6
0
0
0
0
1
debt_consolidation
0.1322
371.81
10.805233
15.54
692
4,080
11,922
62.7
1
0
0
0
1
all_other
0.1913
220.33
11.289782
0.38
667
8,370
234
3.3
2
1
0
0
1
debt_consolidation
0.0859
410.94
11.512925
18.35
782
5,580.041667
6,031
5.8
2
0
0
0
1
major_purchase
0.1392
674.21
10.530495
14.13
692
13,620.04167
1,466
16.9
0
4
0
0
1
debt_consolidation
0.0859
158.06
11.225243
12.59
747
6,060.041667
8,119
23.9
1
0
0
1
1
small_business
0.1426
123.51
12.240474
2.24
742
5,190
105,418
66.2
3
0
0
1
1
debt_consolidation
0.1062
455.84
10.434116
18.07
717
2,490
7,292
65.1
1
0
0
0
1
major_purchase
0.1461
517.13
10.491274
9.17
732
1,892
0
40
2
0
0
0
1
debt_consolidation
0.1357
84.93
10.558414
13.5
677
3,720
2,542
29.9
2
0
0
0
1
debt_consolidation
0.0774
156.1
10.308953
7.96
767
4,170.041667
3,067
11.9
0
0
0
0
1
debt_consolidation
0.1565
848.42
11.561716
1.1
702
4,381
2,883
31
0
0
0
0
1
debt_consolidation
0.1322
253.51
11.184421
24.23
692
5,250.041667
3,290
50.6
1
0
0
0
1
debt_consolidation
0.1426
603.79
11.385092
8.73
692
5,402.041667
19,281
89.7
0
0
0
0
1
small_business
0.1565
874.66
11.532728
7.36
767
5,340.041667
0
0
0
0
0
0
1
all_other
0.0774
156.1
10.574491
10.98
757
4,770
11,305
52.6
3
0
0
0
1
debt_consolidation
0.1287
336.34
10.714418
12.64
692
6,180
9,123
50.2
2
0
0
0
1
home_improvement
0.1461
186.17
9.903488
4.8
702
1,560.041667
3,713
77.4
0
0
0
0
1
debt_consolidation
0.1253
811.56
12.567237
13.89
727
5,190
43,922
65.7
2
0
0
0
1
debt_consolidation
0.1565
685.73
11.119868
13.58
677
4,830
11,189
65.1
0
0
1
1
1
debt_consolidation
0.1287
201.8
10.085809
8.7
692
2,400.041667
3,374
63.7
0
0
0
0
1
debt_consolidation
0.1645
849.06
11.0021
21.78
692
3,000
35,819
95.8
0
0
0
0
1
debt_consolidation
0.1322
202.81
10.668955
22.32
687
2,310.041667
7,115
76.5
0
0
0
0
1
home_improvement
0.1287
672.67
10.851277
0.23
802
6,240
41
0.2
3
0
0
1
1
home_improvement
0.1385
341.04
11.156251
7.89
692
3,180.041667
0
0
0
0
0
0
1
credit_card
0.1148
329.69
10.385914
23.41
722
3,180.041667
9,430
45.3
0
0
0
0
1
credit_card
0.0788
100.1
10.943163
21.49
722
3,896.041667
3,630
71.2
1
0
0
0
1
major_purchase
0.1426
205.84
9.942708
0.87
682
1,920.041667
422
7.7
0
0
0
0
1
home_improvement
0.0894
317.72
10.635855
6.61
752
2,160
3
0
0
0
0
0
1
credit_card
0.1287
260.66
10.302532
22.42
692
6,990
7,751
52.7
0
0
1
1
1
debt_consolidation
0.1322
283.93
10.491274
2.3
687
2,521
2,047
27.7
1
1
0
0
1
debt_consolidation
0.1392
170.69
10.545341
5.68
687
1,650.041667
4,324
86.5
1
0
0
0
1
debt_consolidation
0.1635
621.8
11.407565
17.35
667
4,980.041667
14,555
70
0
0
0
0
1
debt_consolidation
0.1114
229.63
10.596635
21.99
717
2,310.041667
6,823
71.1
1
0
0
0
1
debt_consolidation
0.1183
331.34
10.596635
0.54
732
3,780.041667
554
14.2
0
0
1
0
1
home_improvement
0.1253
836.66
11.77529
11.13
752
4,590.041667
40,327
54.8
5
0
0
0
1
debt_consolidation
0.0774
187.32
11.695247
4.7
767
5,730.041667
4,378
27.4
0
0
0
0
1
all_other
0.0988
483.16
11.09741
7.69
752
5,400.041667
8,816
23.8
0
0
0
0
1
credit_card
0.0774
124.88
11.082143
1.83
767
4,920.041667
4,370
21
1
0
0
0
1
credit_card
0.1496
277.16
11.472103
5.65
662
4,381
12,080
74.1
1
2
1
0
1
debt_consolidation
0.1392
564.12
11.156251
14.09
692
5,340.041667
17,357
83.9
1
0
0
0
1
major_purchase
0.0859
309.78
10.668955
14.99
762
7,680
5,164
11.9
0
0
0
0
1
debt_consolidation
0.1114
393.65
11.918391
2.37
737
4,050
10,944
29.8
0
0
0
0
1
debt_consolidation
0.1322
253.51
10.896739
15.56
697
7,923.041667
4,552
25.6
1
0
0
0
1
all_other
0.1148
118.69
10.348173
11.23
717
2,760.041667
1,866
74.6
0
0
0
0
1
debt_consolidation
0.1311
398.19
11.238489
20.42
692
4,267.041667
12,764
44.3
0
0
1
0
1
credit_card
0.1253
267.74
10.491274
10.37
697
9,842
8,301
79.8
0
0
0
1
1
home_improvement
0.1531
870.39
12.225875
7.21
697
5,101
28,406
45
0
0
0
0
1
all_other
0.0988
483.16
10.434116
16.41
762
3,091.041667
6,919
26.5
0
0
0
0
1
debt_consolidation
0.0788
359.73
11.0021
4.96
752
5,704.041667
12,564
39.3
0
0
0
0
1
all_other
0.1392
51.21
10.819778
17.04
672
3,900.041667
4,376
93.1
2
0
0
0
1
debt_consolidation
0.1635
565.27
11.0021
24.8
697
13,170
17,353
45.4
1
0
0
0
1
debt_consolidation
0.0859
252.89
11.035631
4.8
752
3,660
8,903
21.4
1
0
0
0
1
debt_consolidation
0.0751
311.1
11.461632
2.93
757
3,720
6,757
20.6
1
0
0
0
1
debt_consolidation
0.1148
65.94
10.268131
14.25
702
3,180.041667
179
59.7
2
0
0
0
1
debt_consolidation
0.1136
378.48
10.308953
22.68
702
1,861
946
9
1
1
0
0
1
debt_consolidation
0.1218
99.9
10.308953
20.04
697
1,650.041667
3,832
66.1
1
0
0
0
1
debt_consolidation
0.1099
274.98
10.858999
18.62
702
4,940.041667
9,222
34.7
3
0
1
0
1
debt_consolidation
0.0894
206.52
11.127263
16.45
727
3,840.041667
12,658
53.4
0
0
0
0
1
all_other
0.1461
193.07
10.596635
17.58
667
5,280.041667
1,182
39.4
0
1
0
0
1
debt_consolidation
0.1099
98.21
10.668955
9.82
687
6,462.041667
14,338
34.2
1
0
0
0
1
all_other
0.0774
62.44
9.392662
14.9
757
5,438
2,234
21.6
0
0
0
0
1
debt_consolidation
0.1136
658.23
11.170435
8.25
717
12,692.04167
30,987
48.4
1
4
0
0
1
debt_consolidation
0.0788
306.55
10.778956
7.95
742
3,990
11,723
34.5
0
0
0
0
1
all_other
0.0676
49.24
11.332602
3.65
782
3,333
6,955
14.6
4
0
0
0
1
credit_card
0.1025
388.62
11.350407
18.56
732
3,510.041667
15,173
41.6
2
0
0
0
1
debt_consolidation
0.1136
798.1
11.728037
13.73
727
5,070
28,237
59.7
0
0
0
0
1
credit_card
0.1496
45.05
10.747208
16
662
6,750.041667
8,856
90
0
3
0
0
1
debt_consolidation
0.0751
279.99
10.896739
16.29
767
4,410
4,688
16.4
0
0
0
0
1
all_other
0.0676
76.93
10.281924
2.38
752
5,610.041667
1,988
13.3
2
0
0
0
1
credit_card
0.1533
365.7
10.518673
14.3
672
6,450.041667
14,726
92.6
0
0
1
0
1
major_purchase
0.1062
651.2
10.714418
19.17
737
3,750.041667
11,141
48
1
0
0
0
1
debt_consolidation
0.1385
443.35
10.915088
13.9
682
4,290.041667
20,437
73.5
1
0
0
0
1
all_other
0.1645
530.67
11.153819
11.02
662
7,830.041667
16,478
84.9
0
0
0
0
1
all_other
0.1025
259.08
11.512925
2.68
717
3,840.041667
3,194
5.1
3
0
0
0
1
debt_consolidation
0.0788
256.5
11.184421
12.23
747
6,840.041667
8,185
46
2
0
0
0
1
all_other
0.1459
448.05
10.736397
22.98
677
3,288
7,719
55.9
0
0
0
0
1
all_other
0.1311
70.87
9.615805
19.04
672
1,950.041667
4,285
62.1
0
0
0
0
1
all_other
0.1385
162
9.729134
11.64
677
4,080
5,166
86.1
0
1
0
1
1
all_other
0.1645
424.53
12.043554
10.05
692
4,053
22,215
90.3
0
0
0
0
1
major_purchase
0.0788
203.33
11.156251
23.09
722
8,130.041667
16,559
31.7
1
0
0
0
1
credit_card
0.1062
618.64
11.289782
13.29
737
5,070
14,462
36.1
1
0
0
0
1
debt_consolidation
0.1025
153.83
9.549666
14.62
707
2,100.041667
5,905
64.2
1
0
0
0
1
credit_card
0.0788
312.81
10.645425
19.77
737
4,500.041667
15,664
62.7
2
0
0
0
1
major_purchase
0.0988
80.53
10.308953
21.16
717
2,280
7,747
61
1
0
0
0
1
debt_consolidation
0.1136
724.05
11.608236
8.51
717
7,920.041667
20,418
74.8
0
0
0
0
1
major_purchase
0.1025
129.54
10.596635
4.2
727
3,240
3,276
42
1
0
0
0
1
all_other
0.1099
687.44
11.289782
18.82
757
7,140.041667
31,503
60.6
3
0
0
0
1
all_other
0.0751
155.55
10.085809
3.6
787
4,800
1,574
10.2
1
0
0
0
1
credit_card
0.0751
93.33
9.648595
14.55
742
1,919.041667
1,932
24.1
4
0
0
0
1
major_purchase
0.0714
154.7
10.388995
7.46
762
4,920.041667
26,110
40.4
2
0
0
0
1
debt_consolidation
0.1311
404.94
10.701265
22.43
692
5,490
10,337
61.9
0
0
0
0
1
debt_consolidation
0.1025
194.31
11.502875
21.9
712
3,030.041667
6,809
42.3
3
0
0
0
1
all_other
0.1348
71.25
10.043249
3.7
667
2,910
1,103
36.8
1
0
0
0
1
debt_consolidation
0.1348
678.49
10.915088
10.89
702
4,110.041667
15,537
81.8
0
0
0
0