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
major_purchase
0.1496
242.53
10.839581
8.59
672
1,650.041667
6,907
92.1
0
2
0
1
1
debt_consolidation
0.1311
80.99
10.085809
18.2
697
3,630
1,060
42.4
3
0
0
0
1
debt_consolidation
0.1273
738.46
10.518673
12.16
722
4,740
13,871
70.1
0
0
0
0
1
debt_consolidation
0.1273
503.5
11.461632
21.68
702
4,560.041667
44,135
54.2
0
0
0
0
1
debt_consolidation
0.1422
342.85
10.714418
12.48
682
7,050.041667
4,719
77.4
1
0
0
0
1
all_other
0.0988
289.9
10.621327
10.6
732
7,740
11,250
17.9
2
1
0
0
1
debt_consolidation
0.1273
167.84
10.757903
2.04
687
3,930.041667
1,319
44
1
1
0
0
1
debt_consolidation
0.1099
327.36
11.472103
16.1
712
4,320.041667
2,595
32
0
0
0
0
1
all_other
0.1311
202.47
9.862666
2.63
692
1,590.041667
1,586
61
1
0
0
0
1
debt_consolidation
0.1273
805.59
12.072541
10.65
717
3,840.041667
31,973
74.4
0
0
0
0
1
all_other
0.1496
866.16
11.418615
3.98
707
4,021
12,797
30.2
3
0
0
0
1
small_business
0.1136
822.78
11.695247
3.6
727
9,150
9,466
27.4
1
0
0
0
1
credit_card
0.1025
421.01
10.819778
13.66
752
5,490
25,444
42.4
1
0
0
0
1
debt_consolidation
0.1099
491.03
10.592325
15.97
722
4,440
15,142
62.6
0
0
0
0
1
all_other
0.1136
493.67
11.494069
24.24
707
8,824
29,618
78.1
0
0
0
0
1
all_other
0.0751
311.1
10.308953
5.4
752
2,610
5,270
24.3
0
0
0
0
1
all_other
0.1136
658.23
12.031719
5.39
712
5,555
20,894
51.5
0
0
1
0
1
debt_consolidation
0.1273
302.1
10.165852
17.12
692
6,962
14,152
71.7
0
0
0
1
1
educational
0.1273
813.99
11.132763
21.13
717
4,260.041667
32,628
61.8
2
0
0
0
1
debt_consolidation
0.1099
555.68
11.0021
17.52
727
3,900.041667
21,070
32.4
0
0
0
0
1
debt_consolidation
0.1273
537.06
11.277203
24.67
712
4,380
46,373
76.8
0
0
0
0
1
debt_consolidation
0.1025
323.85
10.463103
11.59
717
3,691
778
43.2
1
0
0
0
1
credit_card
0.0988
450.95
10.518673
20.04
737
3,871.041667
15,460
60.6
0
0
0
0
1
debt_consolidation
0.0788
469.21
11.822173
8.75
782
9,240.041667
16,224
38.3
1
0
0
0
1
debt_consolidation
0.0788
406.65
11.161949
19.72
762
4,113
9,368
30.2
3
0
0
0
1
debt_consolidation
0.1533
557.26
11.461632
15.92
672
2,910
17,830
78.9
0
0
0
0
1
debt_consolidation
0.1273
335.67
11.264464
16.15
697
2,400.041667
3,466
25.1
3
0
0
0
1
debt_consolidation
0.1941
471.89
10.858999
11.15
672
5,550
8,340
24.2
2
0
0
0
1
debt_consolidation
0.0676
129.24
10.596635
19.83
777
11,370
12,308
22.8
0
0
0
0
1
major_purchase
0.0714
129.95
11.05089
8.57
752
5,766.041667
2,483
27.6
3
0
0
0
1
all_other
0.1496
138.59
10.714418
1.79
682
1,230.041667
1,298
81.1
0
0
0
0
1
credit_card
0.0788
375.37
10.668955
13.87
752
3,901.041667
18,183
33.2
1
0
0
0
1
small_business
0.0788
500.49
11.270854
14.97
782
8,850
13,925
15.7
0
0
0
0
1
all_other
0.0988
257.69
11.589887
1.44
757
3,509.041667
4,165
61.2
2
0
0
0
1
home_improvement
0.1099
39.29
10.165852
10.71
687
3,210.041667
8,797
41.9
1
0
0
0
1
all_other
0.157
175.06
9.998798
10.36
662
1,830
2,176
53.1
1
0
0
0
1
credit_card
0.1348
695.45
11.524241
18.91
702
5,010.041667
19,427
51.1
2
0
0
0
1
debt_consolidation
0.1348
339.25
11.918391
12.49
737
6,570
39,636
99
0
0
0
0
1
all_other
0.0714
154.7
11.159104
6.31
747
4,260.041667
5,413
20
1
0
0
0
1
debt_consolidation
0.1459
413.58
11.798104
12.48
692
6,630
18,159
96.6
3
0
0
1
1
all_other
0.1348
196.76
10.596635
14.58
682
3,240.041667
4,112
45.2
0
0
0
1
1
all_other
0.1496
221.74
11.184421
15.45
662
2,614
9,317
61.7
2
0
0
0
1
credit_card
0.1385
491.1
11.512925
12.7
687
2,520
36,174
78
0
0
0
0
1
debt_consolidation
0.1496
69.3
10.684646
15.27
667
3,720
5,472
97.7
0
0
1
0
1
small_business
0.1025
242.89
11.018629
3.52
752
3,060.041667
639
2.7
3
0
0
0
1
debt_consolidation
0.0714
154.7
11.289782
6.57
752
6,000.041667
8,754
17.3
3
0
0
0
1
educational
0.0676
107.7
10.858999
14.54
777
3,390
1,498
2.7
2
0
0
0
1
all_other
0.0639
107.11
11.223909
14.18
782
7,171.041667
5,256
15.6
2
0
0
0
1
credit_card
0.0988
322.11
11.512925
9.55
727
3,000
18,096
68.3
0
0
0
0
1
all_other
0.1385
40.93
11.0021
3.08
707
1,170
2,823
65.7
3
0
0
1
1
all_other
0.1062
260.48
10.848482
15
712
2,550
5,553
32.1
2
0
0
0
1
small_business
0.0788
469.21
11.418615
9.61
792
5,700.041667
4,176
8.8
0
0
0
0
1
debt_consolidation
0.0714
262.99
11.223642
19.7
777
5,280.041667
9,411
20.3
0
0
0
0
1
credit_card
0.1062
683.76
10.819778
15.18
737
17,616
31,725
32.8
0
0
0
0
1
debt_consolidation
0.1273
234.97
11.079061
23.96
697
13,980
14,441
87
0
0
0
0
1
debt_consolidation
0.1099
818.38
11.132251
12.13
737
5,400.041667
19,596
43.8
0
0
0
0
1
debt_consolidation
0.1273
469.93
11.198324
18.85
707
6,120.041667
31,992
75.5
0
0
0
0
1
major_purchase
0.1099
57.29
10.308953
7.76
687
4,650.041667
1,967
18.2
0
1
0
0
1
home_improvement
0.0676
30.77
11.0021
10.18
752
10,020.04167
17,028
11.7
1
0
0
0
1
credit_card
0.1311
47.25
10.308953
9.8
697
1,264.041667
1,702
24.3
0
0
0
0
1
all_other
0.1025
242.89
11.302204
7.36
797
12,184.04167
1,386
9
1
0
0
0
1
debt_consolidation
0.1459
689.3
11.580584
16.63
687
4,170.041667
9,431
87.3
2
0
0
0
1
credit_card
0.1062
130.24
10.221941
5.76
707
3,630
4,423
40.2
1
0
0
1
1
debt_consolidation
0.1607
299.15
10.367222
23.07
672
1,489
9,640
87.6
0
0
0
1
1
debt_consolidation
0.1496
692.93
12.468437
12.58
687
9,660.041667
38,910
93.3
2
0
0
0
1
credit_card
0.0639
45.91
11.251561
2.38
772
3,510.041667
3,947
7.6
0
0
0
0
1
debt_consolidation
0.0988
322.11
11.544821
14.44
727
5,730.041667
18,111
69.1
0
0
0
0
1
credit_card
0.1533
348.29
11.334134
19.23
677
5,910
18,533
90.4
0
0
0
0
1
credit_card
0.0988
128.85
10.858999
2.47
717
2,383.041667
3,187
37.1
0
0
0
0
1
debt_consolidation
0.1311
212.6
12.043554
24.52
687
3,479.041667
11,011
88.1
2
0
0
0
1
debt_consolidation
0.1533
452.77
10.748087
8.87
677
2,820.041667
13,222
91.8
1
0
1
0
1
debt_consolidation
0.0788
437.93
10.757903
4.98
747
2,940
4,482
19.4
0
0
0
0
1
debt_consolidation
0.1273
839.16
11.373663
10.62
712
4,230.041667
19,002
53.1
0
0
0
0
1
small_business
0.1136
493.67
11.184421
17.82
712
9,120
21,367
77.1
1
0
0
1
1
debt_consolidation
0.0788
375.37
11.561716
4.97
792
6,390.041667
0
0
0
0
0
0
1
all_other
0.157
280.09
10.308953
9
672
1,411.041667
7,130
55.3
1
0
0
0
1
debt_consolidation
0.1273
134.27
10.927376
14.78
677
3,840.041667
14,360
48.2
1
0
0
0
1
debt_consolidation
0.157
175.06
11.0021
16.26
672
7,920.041667
2,276
73.4
0
0
0
0
1
debt_consolidation
0.0788
437.93
11.156251
14.37
752
6,270
8,976
20.8
1
0
0
0
1
major_purchase
0.0988
154.61
10.858999
11.28
722
2,670.041667
16,062
57.4
1
0
0
0
1
all_other
0.1459
199.9
11.225243
1.86
707
1,230.041667
4,372
48
0
0
0
0
1
major_purchase
0.0714
123.76
10.596635
18.33
797
6,210
982
1.8
0
0
0
0
1
debt_consolidation
0.1459
689.3
10.545341
15.98
682
2,370.041667
1,446
13.5
1
1
0
0
1
debt_consolidation
0.1273
209.79
10.043249
21.23
687
2,760.041667
6,867
41.6
0
0
0
0
1
all_other
0.1062
97.68
10.463103
8.91
692
6,090.041667
12,509
37.1
2
1
0
1
1
small_business
0.1062
468.86
11.0021
6.26
727
3,180.041667
14,373
88.2
0
0
0
0
1
all_other
0.0751
311.1
10.308953
8.6
752
2,522
6,268
22
0
0
0
0
1
debt_consolidation
0.0988
483.16
11.418615
15.93
762
5,642.041667
8,226
18.1
0
0
0
0
1
major_purchase
0.1422
137.14
12.429216
14.91
677
5,156
8,847
36.9
1
0
0
0
1
credit_card
0.0751
155.55
11.041321
12.75
737
5,160
11,757
42.6
0
0
0
0
1
debt_consolidation
0.0988
442.9
11.100436
17.67
737
3,095.041667
10,033
21.7
1
0
0
0
1
all_other
0.1273
167.84
11.018629
15.76
682
5,340.041667
8,076
79.2
1
0
0
1
1
credit_card
0.1025
97.16
11.0021
15.64
702
2,310.041667
14,636
71.4
0
0
0
0
1
debt_consolidation
0.1136
246.84
11.03489
14.83
707
3,030
0
26.32
0
0
0
0
1
debt_consolidation
0.1099
491.03
11.184421
10.75
722
7,140.041667
2,561
17.3
0
0
0
0
1
debt_consolidation
0.1025
809.62
11.918391
7.66
787
6,840.041667
8,315
23.7
0
0
0
0
1
debt_consolidation
0.1311
54
10.633641
18.99
672
7,680
6,281
62.8
3
0
0
0
1
credit_card
0.1025
404.81
10.505068
18.38
732
3,394
12,849
45.6
0
0
0
0
1
all_other
0.1025
161.93
10.597634
19.12
717
1,649.041667
10,625
65.6
0
0
0
1
1
debt_consolidation
0.1136
394.94
10.778956
13.18
702
8,910.041667
12,844
54
1
0
1
0