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
all_other
0.0705
148.32
10.687389
7.37
772
3,780.041667
0
0
4
0
0
1
1
debt_consolidation
0.1287
840.83
11.967181
16.42
717
7,200.041667
47,643
82.6
1
0
0
0
1
debt_consolidation
0.1218
166.5
10.753836
6.38
772
1,440
233
6.7
0
0
0
0
1
all_other
0.0774
78.05
10.085809
0.78
757
2,380.041667
273
1.6
1
0
0
0
1
debt_consolidation
0.0774
280.97
10.819778
8.21
807
4,410
5,175
6.6
0
0
0
0
1
all_other
0.1253
836.66
11.635143
6.9
727
7,110.041667
22,180
55.9
2
1
0
0
1
all_other
0.0894
238.29
10.439981
8.88
792
4,710
2,470
32.1
0
0
0
0
1
all_other
0.0859
205.47
10.766631
4.83
782
3,844.041667
1,369
27.4
0
0
0
0
1
debt_consolidation
0.1287
302.7
10.915088
16.15
687
3,391.041667
9,846
80
0
0
0
0
1
all_other
0.1461
330.97
11.283512
13.93
667
3,660
9,194
82.8
0
0
0
0
1
debt_consolidation
0.1148
296.72
10.434116
24.49
722
4,050
8,016
49.8
0
0
0
0
1
credit_card
0.074
186.36
11.58248
9.51
772
10,020.04167
5,628
14.2
0
0
0
0
1
all_other
0.074
496.95
11.184421
21.52
702
3,210
18,813
53.9
1
0
0
0
1
credit_card
0.1531
426.49
10.473337
19.65
667
3,810.041667
11,705
81.3
0
0
0
0
1
all_other
0.0894
184.28
9.92329
8
747
2,971
995
4.2
1
0
0
0
1
all_other
0.1287
807.2
11.289782
10
722
1,890.041667
9,715
24.6
1
0
0
0
1
credit_card
0.1099
818.38
11.982929
10.24
742
5,191
38,139
41.8
2
0
0
0
1
debt_consolidation
0.2121
816.14
11.03489
15.45
667
3,120.041667
10,190
98.9
1
0
0
0
1
debt_consolidation
0.1114
656.07
11.0021
8.56
772
8,880.041667
18,609
16.6
2
0
0
0
1
home_improvement
0.1183
745.52
11.440355
10.89
757
9,540
60,376
47.9
0
0
0
0
1
major_purchase
0.1183
803.5
11.877569
4.79
757
2,670.041667
2,097
12.1
1
0
0
0
1
major_purchase
0.1392
819.29
11.264464
4.48
707
8,191.041667
656
8.6
1
0
0
0
1
all_other
0.1148
276.94
10.23996
21.05
732
7,470.041667
438
21.9
1
0
0
0
1
all_other
0.0774
636.86
11.225243
15.38
707
7,991
28,260
45.3
3
0
0
0
1
home_improvement
0.0894
667.21
11.918391
10.42
757
3,812.041667
298
1
1
0
0
0
1
debt_consolidation
0.1183
828.35
11.77529
16.19
752
5,942.041667
48,787
18.3
1
0
0
0
1
debt_consolidation
0.1114
196.83
10.668955
6.28
712
2,640.041667
1,571
30.2
1
0
0
0
1
debt_consolidation
0.1148
494.53
10.621327
24.97
737
4,140.041667
14,630
60.5
3
0
0
0
1
small_business
0.1913
110.17
11.0021
1.08
702
5,100
1,965
98.2
0
0
1
0
1
home_improvement
0.1183
762.08
11.982929
2.2
792
4,202.041667
682
3.3
1
0
0
0
1
debt_consolidation
0.1287
302.7
10.915088
4.43
687
5,370.041667
7,132
28.8
1
1
1
0
1
credit_card
0.1426
171.53
12.542545
14.27
707
4,380
85,303
98.2
1
0
0
0
1
major_purchase
0.1426
686.12
12.100712
0.2
707
5,222.041667
255
0.8
0
1
0
0
1
all_other
0.1183
795.22
11.918391
0.7
812
11,702
346
0.7
0
0
0
0
1
debt_consolidation
0.1148
527.5
10.596635
16.44
737
3,990
5,768
39.2
1
0
0
0
1
credit_card
0.0774
156.1
10.872902
23.1
757
3,030.041667
4,987
12.2
0
0
0
0
1
all_other
0.074
155.3
10.858999
16.43
777
8,910.041667
89,277
11.6
1
0
0
0
1
credit_card
0.1218
765.9
12.206073
9.13
757
3,813.041667
298
1
1
0
0
0
1
home_improvement
0.1148
692.34
12.100712
1.98
792
4,203.041667
682
3.3
1
0
0
0
1
credit_card
0.1565
166.19
9.952278
19.14
667
4,520.041667
12,741
72.8
0
0
0
0
1
all_other
0.0774
273.17
11.918391
0.9
782
12,450
5,016
17.9
0
0
0
0
1
debt_consolidation
0.1287
100.9
9.45845
18.35
682
6,031.041667
4,805
84.3
0
0
1
0
1
debt_consolidation
0.1531
452.6
10.858999
16.34
667
3,720.041667
14,092
57.8
0
1
0
0
1
all_other
0.1496
831.48
11.982929
0.2
707
5,223.041667
255
0.8
0
1
0
0
1
home_improvement
0.1148
659.37
11.918391
0.7
812
11,703
346
0.7
0
0
0
0
1
all_other
0.0894
238.29
10.434116
6.46
757
2,443.041667
3,444
15.9
2
0
0
0
1
debt_consolidation
0.1183
795.22
11.074421
19.11
747
4,170.041667
3,567
7.4
2
0
0
0
1
credit_card
0.0859
379.33
10.596635
9.33
797
6,030.041667
2,823
5.7
1
0
0
0
1
debt_consolidation
0.1253
669.33
11.982929
21.17
717
5,490
78,024
66.5
2
0
0
1
1
debt_consolidation
0.1218
166.5
10.043249
9.08
702
7,379.041667
5,999
40.8
1
0
1
0
1
debt_consolidation
0.0859
316.11
11.918391
15.75
757
4,830.041667
42,160
59.4
1
0
0
1
1
debt_consolidation
0.1357
339.69
11.177453
4.72
687
4,440
8,989
79.5
0
0
0
0
1
all_other
0.1426
686.12
11.451582
24.77
687
3,690
17,816
70.4
0
0
0
0
1
all_other
0.0705
231.75
10.778956
0.85
712
5,190.041667
797
31.9
0
0
1
0
1
all_other
0.1287
470.87
10.422281
22.29
767
4,928.041667
12,039
88
4
0
0
0
1
all_other
0.1218
83.25
10.819778
15.55
692
2,040.041667
6,592
48.1
1
0
0
0
1
all_other
0.1114
492.06
11.512925
17.01
767
5,820
8,828
19.5
2
0
0
0
1
debt_consolidation
0.1183
728.95
12.254863
13.51
757
3,814.041667
298
1
1
0
0
0
1
credit_card
0.1183
762.08
12.154779
6.91
792
4,204.041667
682
3.3
1
0
0
0
1
educational
0.0894
406.68
11.627352
15.43
777
3,000.041667
0
0
1
0
0
0
1
debt_consolidation
0.1385
682.08
11.156251
8.16
697
3,480.041667
3,153
28.9
2
0
0
0
1
all_other
0.0705
278.1
11.77529
4.98
792
7,620
4,433
3.9
0
0
0
0
1
all_other
0.0705
355.35
11.218554
16.38
722
4,380
8,813
67.6
1
0
0
0
1
all_other
0.1148
80.78
11.0021
18.66
702
9,360.041667
14,626
51.5
1
0
0
0
1
debt_consolidation
0.1287
336.34
10.691945
11.75
692
2,730.041667
703
18.5
0
1
0
0
1
debt_consolidation
0.1322
709.82
11.482466
20.1
712
4,358
22,245
72.5
2
0
0
0
1
all_other
0.0894
381.26
12.591335
0.5
797
5,970.041667
5,306
2.8
0
0
0
0
1
all_other
0.1426
720.43
12.043554
0.2
707
5,224.041667
255
0.8
0
1
0
0
1
major_purchase
0.1183
795.22
11.918391
7.06
812
11,704
346
0.7
0
0
0
0
1
credit_card
0.0894
31.78
11.461632
0.25
767
2,100
165
1.1
0
0
0
0
1
all_other
0.0894
571.89
12.468437
0.65
782
11,580
6,096
17.3
0
0
0
0
1
all_other
0.1287
134.54
9.798127
7
737
1,140
48
4.8
1
0
0
1
1
all_other
0.0705
494.4
12.396176
6.4
802
5,430
74,927
13.9
0
0
0
0
1
credit_card
0.1148
659.37
11.561716
11.14
747
5,875
8,080
23.5
1
0
0
0
1
all_other
0.1114
328.04
10.858999
22.08
732
3,960
6,934
34.2
3
0
0
0
1
home_improvement
0.1183
82.84
12.122691
8.45
692
5,130
399
39.9
0
1
3
0
1
all_other
0.1148
197.82
11.0021
9.12
712
4,652
8,715
50.1
0
1
0
0
1
debt_consolidation
0.167
488.15
11.289782
18.81
682
2,494
13,964
99.7
0
0
1
0
1
all_other
0.0894
285.95
10.596635
12.42
767
4,478.041667
739
2.1
1
0
0
0
1
all_other
0.1218
799.2
11.849398
24.2
757
3,815.041667
298
1
1
0
0
0
1
all_other
0.1148
692.34
11.77529
23.43
792
4,205.041667
682
3.3
1
0
0
0
1
home_improvement
0.1426
720.43
11.695247
8.51
707
5,225.041667
255
0.8
0
1
0
0
1
debt_consolidation
0.1114
328.04
10.950807
16.21
722
4,771
29,682
28.4
0
0
0
0
1
major_purchase
0.1253
83.67
10.308953
9.52
682
2,520
4,987
22.3
3
1
0
0
1
debt_consolidation
0.1357
84.93
10.596635
7.89
672
8,460
1,243
17.8
2
0
0
1
1
debt_consolidation
0.1183
795.22
11.77529
15.38
812
11,705
346
0.7
0
0
0
0
1
debt_consolidation
0.1183
712.38
11.849398
24.2
757
3,816.041667
298
1
1
0
0
0
1
home_improvement
0.1183
755.46
11.77529
23.43
792
4,206.041667
682
3.3
1
0
0
0
1
major_purchase
0.1183
579.85
11.81303
12.28
737
7,140.041667
19,549
52.5
1
0
0
0
1
all_other
0.1496
817.63
11.695247
8.51
707
5,226.041667
255
0.8
0
1
0
0
1
all_other
0.1183
811.79
11.918391
13.42
812
11,706
346
0.7
0
0
0
0
1
debt_consolidation
0.1253
510.37
10.422281
19.21
712
3,780.041667
7,645
41.9
1
1
0
0
1
all_other
0.1114
328.04
11.115756
9.64
757
4,410
61,034
37.6
5
0
0
0
1
all_other
0.0988
483.16
10.714418
12.91
797
5,190
808
0.5
2
1
0
0
1
all_other
0.0705
494.4
12.206073
6.94
737
7,983
64,266
60.8
0
0
0
0
1
debt_consolidation
0.1253
334.67
11.082143
3.54
707
4,890.041667
9,514
27.2
1
0
0
0
1
credit_card
0.1183
695.82
11.918391
22.94
757
3,817.041667
298
1
1
0
0
0
1
home_improvement
0.1148
685.75
11.849398
21.77
792
4,207.041667
682
3.3
1
0
0
0
1
all_other
0.1496
782.98
11.77529
7.88
707
5,227.041667
255
0.8
0
1
0
0
1
debt_consolidation
0.1183
795.22
11.982929
12.63
812
11,707
346
0.7
0
0
0
0