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
0
all_other
0.1375
170.29
10.463103
1.37
642
212.041667
1,545
61.8
6
0
0
0
0
debt_consolidation
0.1249
50.18
9.655026
14.23
652
1,230.041667
6,312
60.7
4
0
0
0
0
major_purchase
0.1186
232.04
11.184421
9.18
667
4,110.041667
0
0
18
0
0
0
0
debt_consolidation
0.1786
557.48
11.849398
24.04
652
6,239.041667
128,850
89.6
2
0
0
1
0
debt_consolidation
0.1217
59.94
10.645425
1.71
657
3,150.041667
0
0
2
0
0
1
0
debt_consolidation
0.1059
162.73
11.151956
13.31
687
7,950
5,521
55.8
5
0
1
1
0
debt_consolidation
0.1659
531.74
10.616437
20.53
652
2,880
1,728
57.6
8
0
0
0
0
small_business
0.0964
770.37
11.09741
0
742
1,620.041667
0
0
9
0
0
0
0
small_business
0.128
503.97
11.0021
22.44
687
4,859.041667
23
1.3
5
2
0
1
0
debt_consolidation
0.1059
325.45
10.126631
10.22
687
2,729.041667
6,552
95
4
0
0
0
0
debt_consolidation
0.1343
142.39
10.308953
13.16
647
3,660
2,153
86.1
3
0
0
0
0
major_purchase
0.087
158.31
10.203592
0.93
717
300
157
5.4
1
0
0
0
0
home_improvement
0.1249
80.28
10.630553
20.56
662
2,070
18,749
83
5
0
0
1
0
debt_consolidation
0.1438
359.95
10.827746
6.69
647
12,150.04167
10,155
35
1
2
0
0
0
debt_consolidation
0.1501
866.76
12.128111
24.59
697
6,510
245,886
84.5
7
0
0
1
0
small_business
0.1565
349.85
11.184421
28.4
692
4,470.041667
60,134
53
5
0
1
1
0
debt_consolidation
0.1312
438.78
11.654425
10.33
662
660
0
0
4
0
0
0
0
all_other
0.147
138.08
10.225571
22.61
642
1,320.041667
3,395
97
0
0
0
0
0
small_business
0.1028
155.52
10.308953
8.96
682
719
6,893
15.4
27
0
0
0
0
all_other
0.0743
93.23
9.574983
0
757
300
0
0
0
0
0
1
0
all_other
0.1091
163.49
12.483704
8.3
677
7,080.041667
2,053
2.6
25
0
0
1
0
debt_consolidation
0.1059
781.08
12.013701
18.76
732
8,310
81,617
32.7
4
1
0
0
0
debt_consolidation
0.128
302.38
9.929789
26.88
742
3,960
17,741
68.2
0
0
0
0
0
small_business
0.1628
352.96
10.126631
5.09
652
3,659
14,594
97.9
0
0
0
1
0
home_improvement
0.147
276.15
10.835652
19.13
647
240.041667
289
28.9
15
0
0
1
0
debt_consolidation
0.1722
286.1
10.491274
23.47
657
4,757
10,130
45.6
2
1
0
0
0
debt_consolidation
0.1375
102.17
10.596635
16.71
642
1,799
9,135
76.8
28
0
0
0
0
debt_consolidation
0.1407
400.28
10.552056
11.26
652
990
8,963
99.6
2
0
0
0
0
debt_consolidation
0.1596
505.98
11.264464
13.78
652
3,990
9,942
87.2
2
2
0
0
0
major_purchase
0.1186
33.15
10.645425
3.42
657
3,180
0
0
2
0
0
1
0
debt_consolidation
0.1059
325.45
11.251561
16.54
692
4,889.041667
18,878
40.3
5
0
0
1
0
debt_consolidation
0.1091
408.71
10.491274
12.27
692
1,770
12,415
53.3
4
0
0
1
0
debt_consolidation
0.1533
313.45
10.596635
21.9
652
6,180
13,025
28.4
3
0
0
0
0
debt_consolidation
0.1628
282.37
10.181119
25
662
2,010.041667
8,768
71.9
3
0
0
1
0
small_business
0.1375
851.41
12.676076
22.68
732
8,490.041667
407,794
20.8
0
0
0
1
0
debt_consolidation
0.1249
485.01
10.596635
0.45
667
810.041667
336
33.6
1
0
0
0
0
debt_consolidation
0.1438
675.23
11.314475
21.03
672
5,160.041667
52,316
83.7
11
1
1
0
0
all_other
0.1217
99.89
10.212001
14.85
662
2,820
0
0
31
0
1
0
0
all_other
0.0901
318.05
10.085809
5
722
2,009.041667
4,698
27.6
4
0
0
0
0
all_other
0.128
167.99
10.778956
27.6
712
5,580.041667
16,513
30.9
6
1
0
1
0
debt_consolidation
0.1533
383.1
10.308953
18.52
647
1,110
4,021
72.3
3
0
0
1
0
debt_consolidation
0.1343
339.02
11.405296
4.78
657
3,720.041667
7,455
93.2
1
2
0
0
0
debt_consolidation
0.1059
390.54
10.673596
6.36
687
517.041667
1,069
42.8
1
0
0
0
0
credit_card
0.1438
97.08
10.596635
28.68
692
4,709
21,290
78
1
0
0
0
0
all_other
0.1407
20.53
10.348173
20.54
642
2,369.041667
14,670
79.3
3
0
0
0
0
small_business
0.0996
806.22
11.362103
0
727
3,150.041667
0
0
6
1
0
0
0
debt_consolidation
0.0964
188.58
9.798127
16.13
707
502.041667
466
46.6
0
0
0
1
0
all_other
0.1186
198.89
10.518673
4.54
667
930.041667
6,232
60.5
0
0
0
0
0
small_business
0.1122
328.43
10.645425
0.94
697
390
179
17.9
3
0
0
1
0
debt_consolidation
0.0996
25.8
8.699515
0
682
480.041667
0
0
1
0
0
0
0
all_other
0.1565
524.77
11.184421
8.73
652
4,229.041667
3,193
59.1
3
2
0
1
0
home_improvement
0.128
100.8
10.778956
5.2
647
1,200.041667
11,587
67
11
0
0
0
0
debt_consolidation
0.1786
72.17
10.700995
28.73
647
4,709
6,076
79.9
6
1
0
0
0
debt_consolidation
0.128
503.97
12.528156
17.87
672
6,989.041667
275,925
84.8
0
1
0
0
0
debt_consolidation
0.1312
337.52
12.528156
20.06
672
6,989.041667
275,925
84.8
0
1
0
0
0
major_purchase
0.1028
518.39
11.289782
0.62
712
630
1,539
10.3
1
0
0
0
0
all_other
0.1059
78.11
10.032408
5.7
672
3,150.041667
3,613
103.2
1
1
0
0
0
all_other
0.128
100.8
11.225243
3.42
647
3,330
296
74
3
0
1
0
0
all_other
0.1091
326.97
10.268131
2.46
682
2,609.041667
1,999
99.9
3
0
0
0
0
debt_consolidation
0.1438
412.35
11.309585
19.49
657
2,340.041667
5,191
48.1
14
0
0
1
0
debt_consolidation
0.1565
524.77
10.858999
11.54
652
1,920.041667
9,603
96.5
5
0
0
0
0
debt_consolidation
0.1059
237.58
11.082143
12.54
682
2,370.041667
1,367
6.9
9
0
0
1
0
all_other
0.1438
46.39
11.0021
21.34
642
5,880
25,254
53.1
24
0
0
0
0
small_business
0.1122
591.18
12.273731
11.61
692
1,470
921
14.6
16
0
0
0
0
all_other
0.1091
19.62
9.615805
11.68
692
480.041667
441
73.5
0
0
0
0
0
educational
0.1154
49.5
8.987197
11.1
662
1,049
0
0
2
0
0
0
0
credit_card
0.0996
515.98
11.289782
16.29
717
2,640.041667
28,095
32.8
7
0
0
0
0
educational
0.0933
31.96
9.87817
0.92
692
360
362
25.9
0
0
0
0
0
debt_consolidation
0.1312
270.02
10.181119
11.32
657
1,410
3,919
37.7
15
0
0
0
0
credit_card
0.1059
390.54
12.273731
11.78
692
1,470
921
14.6
16
0
0
0
0
home_improvement
0.1786
902.06
12.765688
17.64
657
4,230.041667
44,827
80.4
14
0
0
1
0
debt_consolidation
0.1438
515.44
10.491274
26.53
697
2,310.041667
13,764
75.2
5
0
0
0
0
debt_consolidation
0.147
276.15
10.874266
18.52
647
3,699
20,383
67.9
2
0
0
0
0
educational
0.1375
495.52
11.338572
19.1
662
6,660.041667
26,710
102.7
3
0
0
0
0
small_business
0.1754
748.08
11.141862
14.71
652
5,099
4,668
55.6
2
1
0
1
0
all_other
0.1343
27.13
10.165852
0
637
540.041667
0
0
2
0
0
1
0
debt_consolidation
0.1501
277.37
10.915088
28.43
697
4,079.041667
38,057
96.8
3
0
0
0
0
all_other
0.1659
106.35
9.392662
17.1
632
1,199.041667
7,587
97.3
0
0
0
1
0
credit_card
0.1122
472.94
11.407565
15
687
1,950.041667
11,220
72.4
4
0
0
0
0
debt_consolidation
0.1565
349.85
10.181119
29.41
692
3,450.041667
10,565
56.8
2
0
0
0
0
all_other
0.1312
202.52
11.552146
6.95
652
3,510.041667
1,189
79.3
0
0
0
0
0
all_other
0.1122
229.91
11.589887
21.97
692
6,629.041667
7,258
42.7
7
0
0
1
0
all_other
0.1154
527.93
12.031719
6.23
682
5,250.041667
16,161
78.1
4
0
0
1
0
all_other
0.1407
342.12
10.738134
25.91
697
3,839.041667
14,554
52
3
0
0
0
0
debt_consolidation
0.1628
564.73
10.918718
7.96
652
3,929
13,614
70.9
3
0
0
0
0
all_other
0.1249
83.63
11.461632
16.19
657
5,070
16,027
64.6
5
0
0
0
0
all_other
0.0996
54.02
8.881836
17.33
687
540.041667
2,469
29.7
1
0
0
1
0
small_business
0.1312
810.05
11.0021
25.08
757
9,182.041667
53,461
50.8
0
0
0
0
0
all_other
0.0901
254.44
10.778956
8.3
717
870.041667
0
0
1
0
0
0
0
educational
0.1501
495.79
10.308953
12.76
657
3,270
5,830
64.1
1
0
0
1
0
small_business
0.0964
240.74
11.184421
15.72
712
4,950.041667
3,943
43.8
4
0
0
1
0
debt_consolidation
0.1691
154.9
10.373491
27.15
652
3,450.041667
2,012
100.6
0
0
0
0
0
debt_consolidation
0.1343
508.53
11.0021
2.16
662
3,360.041667
3,286
84.3
6
0
0
1
0
debt_consolidation
0.1501
350.17
10.555813
21.81
657
3,180.041667
7,897
75.2
3
0
0
1
0
debt_consolidation
0.1438
254.29
10.491274
26.08
682
3,180.041667
204
4.6
11
0
0
1
0
credit_card
0.1122
246.33
10.370988
6.62
677
452.041667
0
0
0
0
0
0
0
debt_consolidation
0.1722
661.61
10.545341
9.76
642
3,690
8,731
38.1
0
0
0
0
0
small_business
0.1059
325.45
10.819778
13.9
697
6,090.041667
4,115
11.6
5
0
0
1
0
small_business
0.087
316.61
10.491274
0.6
727
570.041667
596
29.8
0
0
0
0
0
debt_consolidation
0.1741
622.13
10.819778
16.92
647
5,490
4,693
28.8
8
0
1
1