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
0.0751
130.66
10.596635
15.57
742
2,340.041667
1,801
62.1
2
0
0
0
1
debt_consolidation
0.1496
242.53
10.043249
17.06
672
1,422
9,707
46.2
3
0
0
0
1
debt_consolidation
0.1273
402.8
11.407565
22.75
697
5,010.041667
42,632
45.9
3
0
0
0
1
all_other
0.0714
111.39
10.839581
22.38
747
10,350.04167
24,809
62.5
3
0
0
0
1
all_other
0.1025
323.85
10.181119
15.45
722
2,610
2,429
81
3
0
0
0
1
home_improvement
0.1025
129.54
11.191342
22.23
712
4,830
33,317
44.6
0
0
0
0
1
debt_consolidation
0.1099
549.95
10.457918
20.13
722
2,220
10,887
57.3
0
0
0
0
1
debt_consolidation
0.1311
438.69
11.066638
18.68
707
1,800
15,362
49.9
3
0
0
0
1
debt_consolidation
0.1136
65.83
10.950807
15.26
687
4,740
23,068
84.8
1
0
0
0
1
debt_consolidation
0.1099
180.05
10.797124
19.79
697
3,060.041667
6,035
23.9
0
0
0
0
1
debt_consolidation
0.1311
506.18
11.373663
11.24
692
7,800.041667
17,354
38.2
1
0
0
0
1
debt_consolidation
0.1273
268.53
12.94801
2.01
702
3,660
10,572
56.2
1
0
0
0
1
debt_consolidation
0.1099
327.36
11.156251
6.69
712
6,030.041667
12,529
67.7
0
0
0
0
1
debt_consolidation
0.209
771.28
11.141862
24.52
662
3,660
16,491
99.9
1
1
0
1
1
major_purchase
0.1062
260.48
10.968767
7.42
762
2,280
970
5.9
1
0
0
0
1
debt_consolidation
0.1136
789.87
11.502875
19.79
732
4,650.041667
21,459
52
0
0
0
0
1
debt_consolidation
0.1422
685.69
12.283034
12.04
692
6,180
42,465
63.1
0
0
0
0
1
major_purchase
0.1459
327.42
9.994242
11.41
692
5,239.041667
144
28.8
1
0
0
0
1
major_purchase
0.1422
368.56
10.126631
11.38
677
1,470
7,634
50.9
0
0
0
0
1
major_purchase
0.0714
111.39
11.03489
16.51
732
4,290.041667
22,646
65.3
1
0
0
0
1
major_purchase
0.0988
128.85
9.472705
17.54
732
2,010.041667
4,853
68.4
3
0
0
0
1
credit_card
0.1607
879.85
11.77529
19.62
697
8,910.041667
61,165
91.3
0
0
0
0
1
debt_consolidation
0.1496
346.47
10.621327
16.42
687
6,701.041667
16,591
15.3
0
1
0
0
1
debt_consolidation
0.1348
720.89
10.702111
17.68
702
4,860.041667
19,484
46.5
0
0
0
0
1
debt_consolidation
0.1025
485.78
11.599103
15.34
747
4,110
10,705
24.6
2
0
0
0
1
debt_consolidation
0.0788
168.92
10.896739
21.27
727
5,160
19,843
59.9
0
0
0
0
1
debt_consolidation
0.1099
491.03
10.545341
11.24
717
3,870.041667
11,023
68.9
2
0
0
0
1
debt_consolidation
0.1385
306.94
10.668955
24
697
2,340.041667
9,170
90.8
1
0
0
0
1
all_other
0.1311
404.94
10.463103
13.71
692
5,910
8,896
54.6
2
0
0
0
1
educational
0.157
112.04
10.778956
6.25
682
1,246.041667
1,730
41.2
0
1
0
0
1
all_other
0.0788
156.41
11.461632
10.77
732
5,880
10,949
29
0
0
0
0
1
debt_consolidation
0.1496
519.7
11.472103
12.85
677
6,513.041667
20,027
44.4
1
1
0
0
1
all_other
0.1311
67.49
10.126631
6.19
717
4,140.041667
0
0
0
0
0
0
1
debt_consolidation
0.1348
203.55
10.491274
14.77
682
2,280
2,662
30.6
1
0
0
0
1
credit_card
0.1136
184.31
10.714418
20.11
712
2,340.041667
14,949
87.9
0
0
0
0
1
debt_consolidation
0.1607
563.11
11.09741
22.98
697
4,620.041667
35,229
95.3
0
0
0
0
1
all_other
0.1533
278.63
10.491274
8.47
662
2,389.041667
5,618
65.3
2
0
0
0
1
home_improvement
0.1719
142.99
10.524064
9.35
667
4,680.041667
4,598
57.5
0
0
0
1
1
credit_card
0.1099
392.83
11.270854
14.14
732
3,198.041667
0
0
1
0
0
0
1
major_purchase
0.1496
242.53
10.586584
9.18
682
2,520
0
0
1
1
0
0
1
all_other
0.0751
93.33
10.085809
5.55
727
2,040.041667
4,296
20.4
0
0
0
1
1
home_improvement
0.1099
327.36
11.156251
17.04
707
2,280
2,578
25.3
2
0
0
0
1
credit_card
0.157
849.02
11.542484
16.9
687
7,620
66,520
91.1
0
0
0
0
1
debt_consolidation
0.1025
38.87
11.236816
13.36
702
4,835
6,101
68.6
1
0
0
0
1
debt_consolidation
0.1273
268.53
10.134599
15.43
687
2,928
1,359
52.3
0
0
0
0
1
small_business
0.1533
870.71
11.184421
18.05
702
9,540
35,998
87.4
0
0
0
1
1
debt_consolidation
0.1496
346.47
10.463103
18.65
677
3,870.041667
22,680
76.9
1
0
0
0
1
major_purchase
0.1348
33.93
11.385092
10.34
677
3,810.041667
30,435
93.6
1
0
0
0
1
debt_consolidation
0.1533
844.59
11.492723
19
687
5,340.041667
14,206
55.9
2
1
0
0
1
debt_consolidation
0.157
350.11
10.322198
21
672
1,740.041667
6,760
85.6
0
0
0
0
1
educational
0.0788
281.53
12.206073
4.18
737
6,360.041667
5,663
13.2
2
1
0
1
1
educational
0.0751
217.77
9.655026
11.38
732
9,840
5,291
67
0
0
0
0
1
major_purchase
0.1025
97.16
10.645425
0.44
712
4,080
3,752
42.2
0
0
0
0
1
major_purchase
0.1459
861.63
10.778956
3.95
717
2,430.041667
0
0
2
0
0
1
1
debt_consolidation
0.157
350.11
10.579285
21.73
662
2,550
12,421
77.1
0
0
0
0
1
credit_card
0.1136
658.23
11.884489
11.27
722
3,570.041667
35,713
60.8
1
0
0
0
1
debt_consolidation
0.1311
404.94
11.0021
8.88
687
5,970.041667
8,502
57.4
0
0
1
0
1
all_other
0.1311
371.2
11.277203
4.5
692
3,271
1,210
24.2
0
0
0
0
1
debt_consolidation
0.1136
279.75
11.225243
4.46
697
3,330
1,954
26.9
0
1
0
0
1
credit_card
0.1099
720.18
12.025749
7.26
757
5,220.041667
29,740
57.2
0
0
0
0
1
all_other
0.1273
503.5
10.085809
10.9
722
1,590.041667
9,156
34.3
1
0
0
1
1
home_improvement
0.2016
893.85
11.695247
2.35
667
6,810.041667
366
4.3
0
2
0
0
1
debt_consolidation
0.1136
822.78
11.81303
20.51
727
7,596.041667
43,567
76.8
0
0
0
0
1
all_other
0.1496
242.53
10.502787
9.65
662
3,540.041667
12,392
73.8
1
0
0
1
1
debt_consolidation
0.1025
770.76
11.608236
5.41
772
5,460
4,678
11
2
0
0
0
1
debt_consolidation
0.1719
214.48
10.839581
4.8
667
2,700.041667
6,451
97.7
0
0
0
0
1
debt_consolidation
0.157
875.27
11.507913
9.68
717
5,220.041667
19,466
99.3
0
0
0
0
1
all_other
0.0676
147.7
11.482466
13.4
787
5,490
80,723
27.1
0
0
0
0
1
home_improvement
0.1062
545.38
11.478334
10.2
727
4,890.041667
22,627
47.7
2
0
0
0
1
all_other
0.1099
589.24
11.314133
22.82
717
3,750.041667
18,940
72.2
0
1
0
0
1
all_other
0.1459
34.47
10.348173
6.15
682
1,200.041667
681
52.4
0
0
0
0
1
debt_consolidation
0.1533
870.71
11.277203
13.96
697
9,721.041667
26,018
43.9
0
1
0
0
1
all_other
0.1496
259.85
11.407565
17.6
667
6,990
16,517
31.2
0
0
0
0
1
debt_consolidation
0.1645
176.89
9.680344
1.88
677
1,140
981
65.4
0
0
0
0
1
small_business
0.1385
272.84
10.645425
10.83
677
4,740
5,485
76.2
1
0
0
1
1
all_other
0.1136
131.65
10.918718
16.13
687
6,870.041667
6,874
48.1
0
1
0
0
1
credit_card
0.1099
327.36
10.085809
16.15
712
2,520
6,940
49.7
2
0
0
0
1
small_business
0.1273
134.27
10.778956
11.68
722
4,596.041667
303
43.3
0
1
0
1
1
credit_card
0.1496
415.76
10.434116
9.78
687
4,710
9,261
95.5
0
0
0
0
1
all_other
0.1682
53.35
10.308953
3.16
662
1,440
2,761
83.7
0
0
0
0
1
debt_consolidation
0.1348
542.79
10.819778
21.07
697
2,130.041667
11,495
76.1
1
0
1
1
1
credit_card
0.0788
344.09
10.97799
10.14
742
3,375
16,687
72.6
0
0
0
0
1
debt_consolidation
0.1422
102.86
11.77529
0.6
667
5,940
3,100
73.8
0
0
0
0
1
credit_card
0.1496
779.55
10.868568
9.62
722
6,210
12,749
95.9
0
0
0
0
1
debt_consolidation
0.1025
161.93
11.03489
8.65
717
3,630
1,158
10.5
2
0
0
0
1
debt_consolidation
0.1025
259.08
10.596635
20.04
717
4,872.041667
12,586
80.7
0
0
0
0
1
all_other
0.0988
322.11
11.500691
14.32
722
7,425.041667
31,844
61.2
1
0
0
0
1
debt_consolidation
0.0714
247.52
11.082143
16.82
777
3,750
9,191
19
0
0
0
0
1
all_other
0.1136
164.56
10.968198
23.96
687
4,020
12,598
75
1
0
0
1
1
debt_consolidation
0.1459
172.33
10.596635
22.86
692
5,194
2,305
92.2
1
0
1
0
1
all_other
0.157
112.04
10.768801
2.32
672
1,444
2,340
38.4
0
0
0
0
1
debt_consolidation
0.1348
169.63
10.491274
11.9
707
11,280
12,487
81.1
0
0
1
0
1
debt_consolidation
0.1136
164.56
10.714418
6.51
687
4,620.041667
5,971
67.9
1
0
1
0
1
home_improvement
0.157
343.11
11.407565
4.93
667
1,740.041667
3,221
27.3
1
0
0
0
1
major_purchase
0.1062
358.16
10.945529
10.48
782
5,400.041667
0
0
0
0
0
0
1
debt_consolidation
0.1025
161.93
11.661345
18.61
707
6,510.041667
44,229
75.7
0
0
0
0
1
debt_consolidation
0.1136
394.94
10.308953
17
707
2,340.041667
11,134
28.9
3
0
0
1
1
all_other
0.1136
32.92
9.764225
0
717
7,170.041667
0
0
1
0
1
0
1
debt_consolidation
0.0788
156.41
10.621327
14.84
722
3,390.041667
1,451
31.5
0
0
0
1
1
small_business
0.0788
312.81
10.819778
3.46
757
5,160
4,771
26.8
1
0
0
0