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
0.1183
662.68
11.561716
13.87
757
5,471
11,179
3.5
0
0
0
0
1
debt_consolidation
0.1183
331.34
10.839581
13.84
757
3,060.041667
12,375
76.6
0
0
0
0
1
all_other
0.1426
274.45
11.217211
12.21
702
4,380
35,638
97.7
1
0
0
1
1
educational
0.0774
218.54
11.561716
7.43
747
6,930
31,183
35.1
1
0
0
0
1
all_other
0.0705
231.75
11.217211
4.26
772
6,091.041667
25,768
2.2
2
0
0
0
1
debt_consolidation
0.16
351.58
11.366743
21.01
662
8,100
37,398
89.3
3
1
0
0
1
debt_consolidation
0.1253
368.13
10.645425
18.89
702
3,060.041667
6,811
25.7
1
0
0
0
1
debt_consolidation
0.1148
494.53
10.691945
12.19
742
2,490
5,737
29.4
0
0
0
0
1
educational
0.1183
397.61
10.422281
22.57
712
5,850
5,744
55.8
0
0
0
0
1
debt_consolidation
0.1496
372.44
10.545341
22.45
672
3,367.041667
15,146
77.3
1
1
0
0
1
all_other
0.1183
662.68
11.225243
7.42
752
3,480.041667
11,300
47.1
1
0
0
0
1
credit_card
0.1253
284.47
10.645425
21.97
707
3,390.041667
8,249
85.9
2
0
0
0
1
all_other
0.1496
519.7
10.518673
14.14
677
4,067
7,186
55.7
1
0
0
1
1
debt_consolidation
0.1253
669.33
10.915088
2.71
767
3,870.041667
0
0
1
0
0
0
1
all_other
0.074
217.42
10.961278
21.96
787
11,160.04167
6,545
10.7
0
0
0
0
1
debt_consolidation
0.1322
109.86
9.798127
23.53
707
1,920.041667
12,231
86.1
0
0
0
0
1
all_other
0.0894
114.38
10.126631
16.56
727
2,250
402
1.9
1
0
0
0
1
all_other
0.1461
413.71
10.596635
16.44
687
3,570
441
55.1
0
0
0
1
1
credit_card
0.0894
317.72
11.385092
15.35
732
7,020.041667
19,490
56.5
1
0
0
0
1
major_purchase
0.0774
312.19
10.933107
9.02
777
6,514
5,875
7.1
1
0
0
0
1
all_other
0.0774
156.1
10.803649
4.71
797
4,200.041667
1,299
4.2
2
0
0
0
1
all_other
0.1322
845.02
10.918066
0
807
3,933.041667
0
0
1
0
0
0
1
small_business
0.167
355.02
11.429544
6.89
692
5,403
23,285
30.7
1
0
0
0
1
debt_consolidation
0.1496
796.84
11.571666
8.37
687
5,702.041667
13,843
38.2
3
1
0
0
1
debt_consolidation
0.1357
543.5
11.440355
14.37
692
8,370
17,729
39
0
0
0
0
1
credit_card
0.0894
190.63
11.608236
5.47
732
3,211
11,992
64.3
0
0
0
0
1
debt_consolidation
0.1461
120.67
9.852868
5.24
662
3,360.041667
1,418
28.9
2
0
0
1
1
small_business
0.1392
153.62
11.082143
0.78
762
3,600
1,177
3.7
0
0
0
0
1
debt_consolidation
0.1565
848.42
11.289782
23.08
712
7,860.041667
46,563
95.2
1
0
0
0
1
debt_consolidation
0.1392
327.72
11.407565
13.75
677
4,291.041667
12,389
46.6
2
1
0
0
1
debt_consolidation
0.1218
399.6
11.522876
12.93
707
9,270.041667
12,822
73.4
0
0
0
0
1
debt_consolidation
0.1461
344.76
10.308953
20.2
672
3,450.041667
10,172
59.1
1
0
0
0
1
debt_consolidation
0.0894
292.3
10.668955
24.44
737
3,045.041667
9,274
20.9
1
0
0
0
1
debt_consolidation
0.0859
379.33
11.112448
7.54
782
8,370
22,556
23.8
0
0
0
0
1
debt_consolidation
0.1531
174.08
11.350407
9.06
662
5,250.041667
9,523
75
0
0
0
0
1
debt_consolidation
0.0774
234.14
11.695247
7.72
777
10,681.04167
5,195
5.4
1
0
0
0
1
debt_consolidation
0.0894
476.58
11.082143
6
787
4,770
15,646
21.7
0
0
0
0
1
all_other
0.1183
596.41
12.21106
18.33
732
4,470.041667
15,715
56.3
2
0
0
0
1
debt_consolidation
0.1461
206.86
10.968198
12.95
667
11,070.04167
8,763
47.9
3
0
0
1
1
all_other
0.1461
51.72
10.596635
3.9
677
3,420.041667
2,775
92.5
2
0
0
0
1
all_other
0.1148
328.87
11.0021
18.98
712
4,085
26,537
64.9
1
0
0
1
1
all_other
0.167
71.01
12.858398
1.77
692
1,530
13,757
98.3
0
0
0
1
1
debt_consolidation
0.1496
623.61
12.69158
11.1
692
6,780.041667
105,104
95.4
1
0
0
0
1
all_other
0.1357
509.53
11.112448
17.89
692
8,550.041667
13,966
60.7
0
0
0
0
1
all_other
0.1218
166.5
9.586926
10.95
697
2,250
3,753
51.4
0
0
0
0
1
debt_consolidation
0.16
421.89
10.23996
12.13
717
1,890
12,593
33.3
1
0
0
1
1
debt_consolidation
0.0894
413.03
10.714418
13.17
757
3,360.041667
5,623
20
0
0
0
0
1
credit_card
0.1183
198.81
10.518673
20.63
702
4,500.041667
5,931
46
0
0
0
0
1
debt_consolidation
0.1843
909.25
10.896739
10.04
672
3,660
1,066
20.5
0
0
0
1
1
major_purchase
0.0714
216.58
10.085809
14.85
807
12,791
268
0.7
0
0
0
0
1
debt_consolidation
0.1148
799.49
11.736069
10.41
782
4,380
9,474
21
1
0
0
0
1
debt_consolidation
0.1287
504.5
11.245046
20.41
737
5,130
57,775
95.8
1
0
0
0
1
debt_consolidation
0.1218
499.5
10.723267
1.5
717
4,950.041667
17,516
84.6
1
0
0
0
1
all_other
0.0639
76.51
10.422281
3.39
782
6,279
3,375
7.8
1
0
0
0
1
major_purchase
0.1461
224.09
11.736069
5.49
682
1,290.041667
5,940
80.3
0
0
0
0
1
all_other
0.0774
156.1
11.156251
2.11
767
4,140.041667
2,663
22.2
0
0
0
0
1
debt_consolidation
0.1287
302.7
11.492723
8.49
697
4,141.041667
8,644
80
0
0
0
1
1
credit_card
0.0859
369.84
11.350407
8.03
787
5,250.041667
15,917
22
2
0
0
0
1
credit_card
0.1531
174.08
11.0021
22.57
662
2,250
4,533
76.8
1
0
0
0
1
debt_consolidation
0.1357
461.98
10.42633
15.26
687
3,690
14,707
66.2
0
0
0
0
1
debt_consolidation
0.1287
302.7
11.156251
17.5
687
3,390.041667
2,592
12.4
1
0
0
0
1
debt_consolidation
0.1183
149.11
9.469623
9.17
702
4,690
2,832
36.8
2
0
1
0
1
debt_consolidation
0.1183
94.44
10.085809
24.7
702
3,420.041667
4,184
38.7
2
0
0
1
1
major_purchase
0.1114
164.02
11.05089
13.75
722
6,030.041667
8,851
21.7
0
0
0
0
1
major_purchase
0.1183
165.67
11.0021
8.92
707
2,501
7,990
34.3
0
0
0
0
1
all_other
0.1183
99.41
10.448715
20.94
697
2,010.041667
5,626
30.1
3
0
0
0
1
debt_consolidation
0.1496
320.47
9.574983
0.08
742
1,321.041667
5
0.2
6
0
0
0
1
debt_consolidation
0.1496
443.46
11.173697
9.37
672
2,940
1,142
11.8
0
0
0
0
1
debt_consolidation
0.1183
497.01
11.198215
19.25
727
7,440.041667
48,262
73.2
0
0
0
0
1
all_other
0.1496
415.74
11.338572
15.06
677
6,990
28,577
94.6
0
0
0
1
1
debt_consolidation
0.1357
118.89
11.0021
15.06
677
3,750.041667
24,235
38
2
1
0
0
1
all_other
0.0894
317.72
11.982929
4.04
747
3,930.041667
1,621
5.3
2
0
0
0
1
all_other
0.1635
388.63
11.320554
12.93
672
2,580
5,814
96.9
1
0
0
0
1
debt_consolidation
0.1461
482.66
10.596635
16.89
687
2,250
21,668
87.4
0
0
0
0
1
debt_consolidation
0.1114
328.04
11.289782
4.68
732
3,690
10,422
56
0
0
0
0
1
home_improvement
0.1148
197.82
11.0021
9.34
712
3,420.041667
4,162
27.6
1
0
0
0
1
credit_card
0.1114
262.43
10.933107
20.57
727
4,860.041667
8,654
65.8
1
0
0
0
1
debt_consolidation
0.1183
397.61
11.09741
13.36
722
3,330
20,602
41.5
2
1
0
0
1
major_purchase
0.1426
51.46
11.472103
15.97
662
8,220.041667
16,964
77.8
1
0
0
0
1
educational
0.1253
669.33
10.839581
23.93
722
2,070.041667
10,695
43.8
0
0
0
1
1
credit_card
0.1253
267.74
10.858999
7.04
707
13,590.04167
7,910
90.9
3
0
0
1
1
debt_consolidation
0.0859
284.5
10.463103
6.62
752
5,130
8,829
43.5
1
0
0
0
1
all_other
0.1136
822.78
10.915088
17.5
722
3,338
15,103
78.3
0
0
0
0
1
all_other
0.167
701.16
10.858999
18.18
667
3,000.041667
12,532
57
2
0
0
0
1
debt_consolidation
0.1357
244.58
11.350407
6.45
692
12,061
7,983
43.6
0
0
0
0
1
home_improvement
0.0894
190.63
10.39084
11.24
732
3,720
3,619
10.6
1
0
1
0
1
debt_consolidation
0.1287
815.61
11.81303
15.84
737
6,000.041667
26,215
94.6
0
0
0
0
1
debt_consolidation
0.1459
130.97
9.92329
19.29
672
6,316.041667
17,012
91
1
1
0
1
1
home_improvement
0.1183
331.34
11.289782
10.59
722
6,422.041667
6,490
4.9
3
0
0
1
1
debt_consolidation
0.1357
220.8
11.225243
3.52
682
1,770
6,228
68.4
0
0
0
0
1
debt_consolidation
0.1148
164.85
10.778956
14.57
727
2,490
7,479
42.7
0
0
0
0
1
home_improvement
0.1148
799.49
11.863582
1.27
777
5,670.041667
7,345
17.3
2
0
0
0
1
all_other
0.1114
229.63
9.798127
16.33
717
4,050
7,674
57.7
0
0
0
0
1
educational
0.1322
202.81
10.491274
2.33
722
1,590.041667
377
47.1
0
0
0
0
1
all_other
0.0894
413.03
11.589887
2.8
787
4,830.041667
0
0
0
0
0
0
1
credit_card
0.0859
126.45
10.348173
12
747
3,150.041667
3,933
51.7
0
0
0
0
1
credit_card
0.1136
493.67
10.819778
4.1
767
3,799.041667
5,694
21.2
2
0
0
0
1
all_other
0.1843
363.7
11.289782
0.08
667
3,540.041667
167
11.1
3
0
1
1
1
all_other
0.1348
244.26
10.568647
11.2
677
2,310.041667
4,743
62.4
2
0
0
0
1
all_other
0.0894
476.58
11.898188
3.47
777
4,711
4,910
14
0
0
0
0