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
0.1253
408.29
10.23996
10.93
707
1,950
12,558
40
2
0
0
0
1
debt_consolidation
0.1287
403.6
10.819778
11.45
692
2,280
684
6.1
0
1
1
0
1
debt_consolidation
0.1183
298.21
10.491274
11.67
727
1,980
3,973
44.6
1
0
0
0
1
all_other
0.0894
317.72
11.371443
13.34
737
7,169.958333
39,299
54.3
0
0
0
1
1
debt_consolidation
0.1357
161.36
10.234229
24.96
702
1,740.958333
3,029
94.7
1
0
0
0
1
credit_card
0.0894
190.63
11.289782
2.96
722
4,800
4,893
34.7
0
0
1
0
1
debt_consolidation
0.1148
138.47
11.170435
6.83
717
3,810
11,974
72.1
1
0
0
0
1
debt_consolidation
0.1218
346.32
10.968198
19.7
712
3,117.041667
7,267
46.6
1
0
0
0
1
all_other
0.0859
316.11
12.206073
0.26
797
7,050
3,313
2.5
0
0
0
0
1
home_improvement
0.1183
99.41
10.940224
15.94
697
5,309.958333
3,066
57.8
1
0
1
0
1
debt_consolidation
0.1148
98.91
12.793859
2.09
702
3,660
1,950
10.7
1
0
0
0
1
debt_consolidation
0.0894
476.58
11.782342
1.98
807
11,219.95833
8,467
21.6
0
0
0
0
1
all_other
0.1287
201.8
10.502324
1.75
682
1,860
3,867
32.5
2
0
0
0
1
debt_consolidation
0.1114
164.02
10.463103
7.71
722
5,399.958333
6,896
41.8
0
0
0
0
1
debt_consolidation
0.1392
737.36
11.461632
11.23
692
6,301
31,904
63.1
0
1
0
0
1
debt_consolidation
0.1148
430.24
11.05089
13.33
727
3,060
13,046
65.2
0
0
0
0
1
all_other
0.0894
317.72
10.778956
12.38
767
1,830
1,775
8.4
0
0
0
0
1
debt_consolidation
0.0774
43.71
10.596635
7.47
732
3,509.958333
15,774
49.8
2
0
0
0
1
all_other
0.1183
99.41
10.422281
15.61
697
9,660
1,125
23.4
2
0
0
0
1
debt_consolidation
0.1426
171.53
10.596635
19.53
672
3,780
36,934
86.3
2
0
0
1
1
all_other
0.0859
316.11
10.126631
7.2
757
2,944
4,355
24.1
0
0
0
0
1
credit_card
0.074
155.3
9.615805
16.16
802
4,050
811
7.7
0
0
0
0
1
debt_consolidation
0.1183
132.54
10.308953
20.68
717
1,679.958333
3,866
53
0
0
0
1
1
small_business
0.1496
207.87
10.819778
0.86
752
7,619.958333
1,749
24
0
0
0
0
1
debt_consolidation
0.1496
840.15
11.183518
12.19
702
5,100
34,665
94.7
0
0
0
0
1
educational
0.1357
849.22
11.3679
3.27
722
5,610
5,482
57.7
0
0
0
1
1
debt_consolidation
0.0859
158.06
10.373491
14.74
732
3,390
3,192
23
2
1
0
0
1
major_purchase
0.1287
235.44
11.0021
5.94
722
5,759.958333
256
2
0
0
0
1
1
all_other
0.1183
66.27
10.545341
4.8
702
4,410
768
5.6
0
0
0
0
1
debt_consolidation
0.0859
189.67
10.925938
24
732
4,163.041667
9,377
20.8
0
0
0
0
1
debt_consolidation
0.0859
158.06
9.903488
10.92
742
4,319.958333
5,276
50.2
0
0
0
0
1
all_other
0.1114
328.04
10.308953
8.12
732
2,849.958333
15,950
24.7
3
0
0
1
1
debt_consolidation
0.1392
443.78
11.112448
21.58
687
2,789.958333
19,335
74.4
0
0
0
0
1
all_other
0.1253
669.33
11.041321
3.65
782
5,910
9,231
30.8
0
0
0
0
1
home_improvement
0.1183
828.35
12.370739
2.51
802
5,190
2,069
4
1
0
0
1
1
all_other
0.1357
108.7
10.085809
17.5
682
2,670
8,794
86.2
1
0
0
0
1
debt_consolidation
0.0774
171.71
10.596635
4.38
757
9,510
3,467
19.5
1
0
0
0
1
credit_card
0.0894
444.81
10.799576
14.33
762
3,660
11,984
38.5
1
0
0
0
1
home_improvement
0.0894
317.72
10.545341
4.23
742
6,630
16,205
33.7
1
0
0
0
1
debt_consolidation
0.167
860.91
11.744037
17.14
682
8,369.958333
46,226
97.9
1
0
0
0
1
major_purchase
0.1114
328.04
11.225243
4.53
762
2,580
1,312
30.5
0
0
0
0
1
credit_card
0.1322
202.81
10.621327
4.71
702
7,229.958333
5,285
52.8
1
0
1
0
1
debt_consolidation
0.1357
594.45
10.969921
13.45
692
2,519.958333
5,799
76.3
0
0
0
0
1
home_improvement
0.1148
98.91
11.407565
7.96
707
4,949.958333
7,562
47
2
0
0
1
1
debt_consolidation
0.1287
274.12
10.933107
23.57
687
5,100
11,508
51.8
0
0
0
0
1
credit_card
0.1461
482.66
13.081541
2.09
692
4,020
19,868
95.5
2
0
0
0
1
debt_consolidation
0.1148
395.63
11.407565
3.47
732
6,330
20,739
44.7
0
0
0
0
1
all_other
0.1253
83.67
9.639522
20.63
697
1,560
1,163
14.7
1
1
0
1
1
debt_consolidation
0.1461
206.86
10.884823
22.72
667
3,390
22,978
83.9
1
0
0
1
1
credit_card
0.0894
238.29
10.819778
21.55
747
2,940
7,356
28.3
0
0
0
0
1
credit_card
0.1148
395.63
10.404536
24.61
727
5,970
11,820
40.6
1
0
0
1
1
credit_card
0.1148
197.82
11.008413
18.2
707
5,819.958333
50,935
74.4
0
0
0
0
1
debt_consolidation
0.1843
500.09
10.933107
24.04
667
4,440
17,783
98.8
1
0
0
0
1
debt_consolidation
0.16
450.02
10.596635
15.24
672
1,440
15,864
62.5
1
0
0
0
1
debt_consolidation
0.1357
489.15
10.491274
10.27
692
6,210
19,897
72.6
2
0
0
0
1
all_other
0.16
852.57
11.552146
3.25
682
3,869.958333
172
24.6
2
0
0
1
1
all_other
0.1287
50.45
10.474467
22.71
702
6,119.958333
705
70.5
1
1
0
0
1
all_other
0.074
136.66
11.350407
2.39
782
6,660
3,779
9.5
0
0
0
0
1
small_business
0.1531
870.39
11.736069
8.14
777
2,340
431
3.5
0
0
0
1
1
all_other
0.0859
177.02
10.933107
18.06
742
3,180
7,556
49.2
0
0
0
0
1
debt_consolidation
0.1565
559.78
12.050588
19.45
682
10,620
101,022
93.2
1
0
0
0
1
credit_card
0.0774
202.93
11.362614
16.39
752
5,580
17,524
33.5
0
0
0
0
1
debt_consolidation
0.0859
189.67
10.621327
13.23
747
2,960
5,672
17.1
2
0
0
0
1
all_other
0.1253
481.92
11.018629
3.29
742
1,860
400
18.2
3
0
0
0
1
all_other
0.0774
174.83
10.308953
6.68
762
2,965.041667
1,251
7.3
1
0
0
0
1
credit_card
0.1426
360.22
10.819778
5.71
677
5,565
7,156
56.3
2
0
0
0
1
credit_card
0.1218
499.5
11.03489
20.69
727
7,355
126
2.2
2
0
0
0
1
debt_consolidation
0.1357
509.53
11.225243
12.62
702
3,929.958333
6,424
92.2
1
0
0
0
1
debt_consolidation
0.1357
203.82
10.545341
4.83
697
2,069.958333
1,629
90.5
0
0
0
0
1
debt_consolidation
0.1148
560.47
10.429753
18.11
742
5,460
15,762
28.6
0
0
0
0
1
home_improvement
0.0894
251.79
13.487006
0.03
792
6,270
865
30.2
2
0
0
0
1
debt_consolidation
0.0774
241.95
10.778956
11.75
787
3,421.041667
3,415
7.3
2
0
0
0
1
debt_consolidation
0.1148
494.53
10.757903
4.98
742
4,500
13,430
58.9
2
0
0
0
1
debt_consolidation
0.1496
190.55
10.858999
18.74
662
4,080
10,655
58.2
2
0
0
0
1
credit_card
0.2017
745.01
11.082143
15.93
662
1,560
4,569
95.2
0
0
0
0
1
small_business
0.1565
262.4
11.695247
17.2
702
4,830
38,447
82.9
2
0
0
0
1
all_other
0.1496
207.87
10.491274
13.8
687
1,319.958333
2,439
78.7
3
0
0
0
1
debt_consolidation
0.0894
158.86
11.385092
22.09
727
8,400
20,017
32
0
0
0
1
1
debt_consolidation
0.1218
133.2
11.0021
11.52
692
7,619.958333
17,883
73.6
1
1
0
0
1
debt_consolidation
0.1392
136.55
10.268131
7.83
677
1,709.958333
3,323
75.5
0
0
0
1
1
major_purchase
0.1496
166.3
10.915088
0
677
7,080
0
0
0
0
0
0
1
debt_consolidation
0.0894
222.41
11.112448
3.89
752
3,300
5,767
46.1
0
0
0
0
1
home_improvement
0.0894
317.72
10.15813
0
797
4,500
0
0
0
0
0
0
1
all_other
0.0894
222.41
11.914282
1.24
727
3,810
1,330
10.1
0
0
0
0
1
debt_consolidation
0.1496
259.84
10.799576
17.51
662
2,340
9,805
30.5
2
0
0
0
1
debt_consolidation
0.1218
279.72
10.463103
24.69
702
2,910
17,411
64
1
0
0
0
1
home_improvement
0.1287
282.52
11.407565
14.99
687
4,170
30,402
80
3
0
0
0
1
debt_consolidation
0.1148
441.78
10.463103
20.5
727
5,490
22,375
26.6
2
0
0
0
1
debt_consolidation
0.0894
457.51
11.198215
18.05
747
6,149.958333
68,214
8.4
2
0
0
0
1
all_other
0.1253
669.33
10.839581
13.74
717
3,752
7,031
39.9
1
1
0
0
1
debt_consolidation
0.1148
461.56
10.915088
18.92
732
2,970
9,646
41.6
1
0
0
0
1
credit_card
0.1287
218.62
10.753638
3.15
692
8,729.958333
6,112
81.5
0
1
0
0
1
all_other
0.1253
836.66
11.669929
12.64
732
7,050
28,821
52.2
0
0
0
1
1
debt_consolidation
0.1565
839.67
11.918391
15.76
682
3,913.958333
55,821
87.3
0
0
0
0
1
all_other
0.1565
391.85
12.367341
12.39
677
5,459.958333
21,854
37.6
2
0
0
0
1
all_other
0.1565
104.96
10.308953
1.68
667
1,470
2,654
39
2
1
0
0
1
debt_consolidation
0.1114
647.87
10.308953
2
792
5,369.958333
5,162
17.9
1
0
0
0
1
credit_card
0.1218
114.06
11.252579
11.8
712
5,910
63,543
90.2
0
0
0
0
1
all_other
0.0894
317.72
10.491274
4.33
747
5,250
8,897
32.4
1
0
0
0
1
all_other
0.1253
200.8
10.777455
9.59
687
13,109.95833
10,115
70.7
0
0
0
0