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
0.157
350.11
10.778956
23.63
662
5,850
10,586
63.8
0
2
0
0
1
major_purchase
0.1645
212.27
10.234229
15.13
682
4,320
7,886
98.6
0
0
0
0
1
all_other
0.1459
372.23
10.130623
1.96
677
4,682
1,713
24.1
0
0
0
0
1
debt_consolidation
0.1533
644.33
11.0021
11.2
732
4,391
4,978
99.6
0
0
0
0
1
debt_consolidation
0.1099
392.83
11.461632
4.47
732
8,401
13,855
42.5
0
0
0
0
1
all_other
0.0988
309.22
10.373491
17.06
732
4,475
8,153
62.7
1
0
0
0
1
major_purchase
0.1422
137.14
9.392662
2.4
707
1,290.041667
1,088
51.8
1
0
0
0
1
debt_consolidation
0.1311
607.41
11.198215
10.25
702
3,300
8,613
40.6
0
0
1
1
1
debt_consolidation
0.1136
138.23
10.404263
7.49
687
1,851
4,898
17.4
1
0
0
1
1
debt_consolidation
0.1533
583.38
10.518673
15.73
672
1,950.041667
15,353
84.4
1
0
0
0
1
small_business
0.1025
809.62
11.805595
0.13
787
8,010
6,330
8.4
1
0
0
0
1
debt_consolidation
0.1422
411.41
10.937455
13.93
682
4,290.041667
7,642
94.4
2
1
1
0
1
debt_consolidation
0.1645
583.73
11.472103
15.1
667
4,620.041667
19,257
92.6
1
0
0
1
1
all_other
0.1385
511.56
10.950807
12.74
682
3,420.041667
21,113
72.6
2
0
0
0
1
debt_consolidation
0.1273
537.06
10.714418
19.29
717
3,001
12,790
49.8
0
0
0
1
1
credit_card
0.0788
225.22
11.119883
19.47
727
5,130
10,861
57.5
1
0
0
0
1
debt_consolidation
0.1533
383.12
11.156251
24.12
672
5,370.041667
18,107
68.8
2
0
0
0
1
credit_card
0.1385
682.08
11.695247
13.61
707
3,360
22,061
91.9
1
0
0
0
1
debt_consolidation
0.1719
303.85
11.225243
7.86
662
2,730.041667
15,350
84
3
1
0
0
1
all_other
0.1025
647.7
11.03489
16.32
752
2,130
2,526
26.3
0
0
0
0
1
debt_consolidation
0.1348
407.09
11.561716
11.18
682
7,680
1,392
13.9
1
0
0
0
1
small_business
0.1311
674.9
11.849398
9.21
732
6,060.041667
28,651
92.4
0
1
0
1
1
all_other
0.1385
511.56
11.20357
16.24
707
6,240
14,153
95.6
1
0
0
1
1
debt_consolidation
0.1099
497.58
10.839581
8.56
717
1,980.041667
13,402
23.3
1
0
0
0
1
debt_consolidation
0.0788
265.89
10.915088
7.85
737
2,821.041667
8,799
47.8
0
0
0
0
1
all_other
0.1025
103.64
11.350407
2.51
737
4,260.041667
8,497
73.2
1
0
0
0
1
all_other
0.0988
483.16
11.350407
0.21
797
5,550
365
3.7
0
0
0
0
1
home_improvement
0.0788
312.81
10.308953
4.84
772
5,040.041667
9,239
46.7
0
0
0
0
1
major_purchase
0.0714
154.7
11.492723
8.33
752
7,350
28,209
58.4
0
0
0
0
1
all_other
0.0751
311.1
11.45105
5.96
802
4,560.041667
202
1.3
2
0
0
0
1
major_purchase
0.1099
769.28
12.206073
0.67
807
4,710
0
0
1
0
0
0
1
debt_consolidation
0.0714
278.46
11.502875
10.04
787
6,781.041667
17,107
35.6
0
0
0
0
1
small_business
0.1273
671.33
11.81303
7.91
747
6,316.041667
15,864
96.9
1
0
0
0
1
debt_consolidation
0.1385
613.87
10.905956
13.59
692
4,170.041667
19,994
49.4
0
0
0
1
1
all_other
0.1273
201.4
11.0021
12.8
682
3,030.041667
7,088
63.3
0
0
1
0
1
credit_card
0.1645
636.8
12.611538
6.77
717
3,870.041667
31,244
20.8
3
0
0
0
1
small_business
0.1273
411.19
10.819778
16.63
697
3,781.041667
6,873
41.9
0
0
1
0
1
small_business
0.1273
268.53
11.05089
15.26
727
5,670.041667
33,274
97.9
2
0
0
0
1
debt_consolidation
0.1025
404.81
11.05089
11.77
732
5,250.041667
3,427
16.2
1
0
0
0
1
debt_consolidation
0.1385
252.37
9.852194
12.44
682
3,390.041667
10,619
94
3
0
0
0
1
home_improvement
0.1099
818.38
12.100712
0.07
797
6,840.041667
0
0
0
0
0
0
1
debt_consolidation
0.1385
255.78
10.961278
14.33
682
4,050
4,955
88.5
1
0
0
0
1
all_other
0.1422
342.85
10.491274
3.83
697
3,570.041667
344
34.4
3
2
0
1
1
debt_consolidation
0.0988
483.16
11.082143
6.76
757
6,930
16,223
22.9
0
0
0
0
1
debt_consolidation
0.1062
468.86
10.491274
22.43
722
2,790.041667
10,899
84.5
0
0
0
1
1
debt_consolidation
0.1348
237.47
10.819778
11.09
677
3,090.041667
6,923
65.9
0
0
0
0
1
credit_card
0.1348
61.07
13.142166
1.3
667
1,869
10,201
65
0
0
0
0
1
debt_consolidation
0.1062
814
11.918391
3.45
792
8,250.041667
42,863
0
1
0
0
0
1
debt_consolidation
0.1311
674.9
11.407565
11.6
707
4,803
35,052
61.1
3
0
0
0
1
debt_consolidation
0.1533
87.08
10.463103
4.22
672
1,530
0
0
1
0
0
0
1
all_other
0.0788
375.37
11.695247
19.6
747
5,100
46,882
29.6
0
0
0
0
1
debt_consolidation
0.0788
312.81
11.350407
4.48
762
3,750.041667
86
0.2
0
0
0
0
1
major_purchase
0.1025
161.93
10.404263
1.42
727
4,470
245
30.6
1
0
0
0
1
debt_consolidation
0.1311
269.96
10.596635
17.82
702
6,714.041667
20,155
59.6
1
0
0
0
1
all_other
0.1136
789.87
11.744037
24.7
727
9,240.041667
47,360
79.9
1
0
0
0
1
all_other
0.1422
126.86
9.769773
3.36
707
1,260.041667
1,605
45.9
0
0
0
0
1
home_improvement
0.1136
138.23
11.184421
10.57
687
3,365
5,634
30.5
0
0
0
0
1
credit_card
0.1311
472.43
11.198215
21.34
692
3,450.041667
17,457
71.3
0
0
0
0
1
debt_consolidation
0.1025
60.73
10.085809
10.81
702
3,090.041667
1,338
38.2
0
0
0
0
1
debt_consolidation
0.1273
335.67
11.025165
19.64
692
3,030.041667
6,486
75.4
0
0
0
0
1
debt_consolidation
0.1533
417.94
11.512925
20.48
667
8,011
88,599
60.9
3
1
0
0
1
debt_consolidation
0.1496
866.16
11.041321
18.5
702
2,760.041667
16,641
44.6
2
0
0
0
1
all_other
0.0788
544.28
11.982929
8.12
772
7,710
8,062
8.1
1
0
0
0
1
debt_consolidation
0.1904
916.95
11.461632
16.03
712
5,640.041667
33,894
99.4
0
0
0
0
1
debt_consolidation
0.1793
865.92
11.918391
23.44
672
3,630
92,965
61.9
0
0
0
1
1
all_other
0.1136
83.93
11.09741
18.42
682
2,910
8,403
21.5
1
1
0
0
1
all_other
0.1348
169.63
11.09741
2.71
682
4,080
3,803
37.7
0
0
0
0
1
all_other
0.0788
375.37
12.206073
3.02
767
5,580.041667
54,526
25.4
2
0
0
0
1
all_other
0.1025
194.31
10.491274
14.9
762
8,882.041667
17,905
56
0
0
0
0
1
major_purchase
0.0714
74.26
11.05089
12.19
742
3,300
762
14.1
0
0
0
0
1
small_business
0.1422
342.85
10.714418
4.51
692
3,420.041667
9,696
66.4
0
0
0
0
1
debt_consolidation
0.1533
870.71
11.77529
16.35
697
5,700.041667
38,416
59.4
2
0
0
0
1
major_purchase
0.0788
469.21
11.744037
5.94
787
5,670.041667
15,427
44.7
0
0
0
0
1
debt_consolidation
0.1459
689.3
11.10781
23.52
682
4,380
16,769
68.7
1
0
0
0
1
debt_consolidation
0.1025
421.01
11.561716
17.22
727
7,200.041667
48,006
56.8
2
0
0
0
1
debt_consolidation
0.1099
196.42
10.915088
22.49
697
3,090.041667
27,103
80.7
0
0
0
0
1
debt_consolidation
0.1311
371.2
10.404263
14.58
687
1,980.041667
5,763
60.7
0
0
0
0
1
credit_card
0.1114
367.4
11.918391
7.13
722
3,900.041667
14,766
43.9
0
0
0
0
1
credit_card
0.0714
185.64
10.914743
17.26
767
3,961
8,039
34.4
0
0
0
0
1
debt_consolidation
0.1136
263.29
11.056335
15.04
697
3,690
21,850
56.2
3
0
0
0
1
credit_card
0.1062
162.8
10.126631
7.06
702
2,792.041667
3,780
19.4
3
0
0
0
1
debt_consolidation
0.1062
227.92
11.03489
18.29
712
3,000
13,571
30.7
1
0
0
0
1
all_other
0.1273
268.53
10.463103
5.11
717
3,030.041667
3,878
38.8
0
0
0
1
1
debt_consolidation
0.0751
311.1
10.085809
10.8
787
5,520
663
1.7
3
0
0
0
1
debt_consolidation
0.1099
204.6
10.275051
23.88
702
1,920.041667
5,583
58.8
2
0
0
0
1
home_improvement
0.1348
590.28
11.269579
3.6
742
8,311.041667
221
44.2
5
0
0
0
1
debt_consolidation
0.1273
251.75
10.181119
11.91
697
5,040.041667
6,202
33.7
2
1
0
0
1
all_other
0.1025
485.78
11.695247
14.2
732
13,410.04167
19,962
49
1
0
0
0
1
debt_consolidation
0.1062
208.39
11.215597
23.54
707
3,840.041667
5,732
79.6
3
0
0
0
1
debt_consolidation
0.1385
835.55
11.34095
21.72
712
5,250.041667
33,313
74.4
0
0
0
0
1
major_purchase
0.1348
169.63
10.778956
3.13
697
4,440
198
39.6
1
0
0
1
1
all_other
0.1025
712.47
11.234452
15.46
762
5,580.041667
17,346
18.6
0
0
0
0
1
all_other
0.0774
115.51
11.038384
22.99
742
7,302
18,728
42.1
0
0
0
0
1
debt_consolidation
0.1062
488.4
10.820878
16.18
732
3,030.041667
12,365
56.2
3
0
0
0
1
debt_consolidation
0.1062
390.72
11.407565
24.16
717
3,840.041667
32,751
62.5
0
0
0
0
1
all_other
0.0988
144.95
10.357743
20.76
722
2,220
1,792
39.8
3
0
0
0
1
debt_consolidation
0.1025
323.85
10.571317
20.86
717
4,260.041667
9,844
39.1
0
0
0
0
1
all_other
0.0714
185.64
11.362103
3.42
767
8,970.041667
6,760
12.5
0
0
0
0
1
debt_consolidation
0.1459
448.05
10.858999
13.64
677
2,850.041667
10,525
80.3
0
0
0
0
1
debt_consolidation
0.0788
109.49
9.852194
24.32
717
11,850.04167
2,357
8.8
1
0
0
0