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
debt_consolidation
0.1218
666
11.617285
11.78
737
5,972.041667
28,749
53.9
4
0
0
0
0
home_improvement
0.1531
87.04
11.918391
22.82
667
4,110.041667
59,509
85.8
5
0
0
0
0
debt_consolidation
0.1392
474.51
11.176053
24.05
717
3,210.041667
2,061
34.3
7
0
0
0
0
all_other
0.167
461.52
11.611865
11.7
667
8,100
4,040
91.8
5
2
1
0
0
debt_consolidation
0.1461
744.67
12.388394
13.86
697
4,470.041667
219,250
91.8
1
0
0
1
0
educational
0.1287
121.08
10.085809
3.4
707
1,380.041667
2,650
26.2
4
0
0
0
0
debt_consolidation
0.1322
338.01
11.289782
16.84
697
3,570.041667
13,948
39
4
1
0
0
0
debt_consolidation
0.1322
253.51
10.703244
22.52
702
4,530.041667
7,202
34.5
4
0
0
1
0
debt_consolidation
0.1218
466.2
10.73631
5.32
727
2,280.041667
11,781
37.8
5
0
0
0
0
all_other
0.1287
67.27
10.085809
20.45
687
2,011.041667
7,946
78.7
4
0
0
0
0
all_other
0.1287
840.83
11.289782
12.97
732
1,890
6,999
29.2
5
0
0
0
0
debt_consolidation
0.1357
679.37
10.308953
9.44
712
5,390.041667
3,366
14
4
0
0
0
0
all_other
0.1218
199.8
10.404263
4.51
727
3,570.041667
3,106
25.9
5
0
0
0
0
credit_card
0.1253
384.87
11.0021
11.56
722
3,614
25,088
75.6
5
0
0
1
0
all_other
0.1136
213.93
10.73422
2.43
702
2,070.041667
5,319
46.7
4
0
0
0
0
all_other
0.1607
281.56
11.225243
20.56
677
4,080
21,166
72.7
7
0
0
0
0
debt_consolidation
0.0988
233.53
11.736069
7.97
727
4,350
7,248
40.5
4
0
0
0
0
debt_consolidation
0.1273
671.33
11.225243
18.74
722
2,340.041667
32,837
64.8
4
0
0
0
0
debt_consolidation
0.1062
390.72
11.589887
13.68
737
7,470.041667
17,042
46.7
5
1
0
0
0
all_other
0.1719
536.2
11.982929
19.94
662
4,440
226,936
94.7
0
0
0
0
0
debt_consolidation
0.1062
398.86
11.156251
24.27
717
9,330.041667
74,403
68.8
1
0
0
0
0
debt_consolidation
0.1843
691.03
11.127263
20.12
662
1,640.041667
1,890
19.1
5
4
0
0
0
credit_card
0.1533
362.22
11.127263
24.78
682
3,710
46,338
55.5
5
0
0
0
0
all_other
0.1422
102.86
10.933107
24.32
717
4,230.041667
6,725
98.9
5
0
0
0
0
credit_card
0.1947
922.42
11.561716
19.81
662
3,380.041667
20,622
76.4
5
0
0
0
0
all_other
0.1311
134.98
10.29553
2.35
682
4,530.041667
1,465
34.9
4
0
0
0
0
credit_card
0.0788
437.93
11.82041
15.87
757
6,720.041667
232,755
23
0
0
0
0
0
all_other
0.157
840.26
12.180755
11.42
702
7,290
79,524
92.7
5
0
0
0
0
all_other
0.1062
146.52
10.621327
7.02
707
8,013
2,282
69.2
4
0
0
1
0
debt_consolidation
0.1099
98.21
11.082143
19.57
687
7,350
237,551
36.9
0
0
0
0
0
credit_card
0.1099
425.56
11.571194
16.36
722
7,500.041667
22,354
65.6
4
0
0
0
0
major_purchase
0.2017
149.01
10.596635
12.39
677
3,140.041667
200
13.3
10
3
0
0
0
debt_consolidation
0.1273
335.67
10.404263
19.05
702
6,480.041667
8,853
37.5
4
0
1
0
0
debt_consolidation
0.1533
870.71
11.856515
23.82
707
4,800
259,128
94.4
0
0
0
0
0
debt_consolidation
0.1136
625.32
10.985293
8.95
732
3,750.041667
18,995
62.9
4
0
0
0
0
small_business
0.1496
831.52
12.765688
11.38
717
8,520.041667
1,207,359
56
7
0
0
1
0
small_business
0.1348
542.79
12.611538
3.12
737
7,410.041667
211,931
10
7
2
0
1
0
debt_consolidation
0.1607
114.38
10.649986
16.64
672
5,910
11,854
71.9
7
0
1
0
0
credit_card
0.1422
244.28
11.561716
0.7
687
7,920.041667
505
9
6
1
0
0
0
small_business
0.1533
870.71
11.849398
23.81
712
7,775.041667
60,048
80.1
5
0
0
0
0
debt_consolidation
0.1311
192.35
11.0021
5.72
692
10,236
2,077
1.1
4
3
0
1
0
debt_consolidation
0.1025
323.85
11.170435
13.98
732
3,750
6,639
43.6
4
0
0
0
0
all_other
0.1348
468.16
10.972877
15.16
702
3,180.041667
14,466
50.2
5
0
0
0
0
debt_consolidation
0.1311
236.22
10.857074
13.11
687
3,270
8,076
36.1
4
0
0
0
0
debt_consolidation
0.1348
271.4
11.198215
12.44
682
4,230.041667
11,706
34.9
4
0
0
0
0
all_other
0.0788
78.21
10.819778
20.38
732
7,410.041667
16,150
32.6
4
0
0
0
0
debt_consolidation
0.157
262.59
10.668955
21.35
662
4,260.041667
9,659
84.7
4
0
0
0
0
educational
0.1607
147.82
9.862666
16.19
667
1,260.041667
4,445
53.5
4
0
0
1
0
home_improvement
0.1607
87.99
10.778956
14.2
667
4,080
1,530
36.4
7
0
0
1
0
home_improvement
0.2164
729.7
11.877569
8.63
667
8,280.041667
55,442
66.9
9
0
1
1
0
all_other
0.1459
137.86
10.085809
1.15
732
1,230.041667
972
11.3
5
0
0
0
0
home_improvement
0.1348
508.87
11.736069
16.85
707
7,440.041667
206,877
92.5
1
0
0
1
0
debt_consolidation
0.1311
337.45
10.691945
23.62
702
3,780.041667
6,255
56.9
5
2
0
0
0
debt_consolidation
0.1385
545.67
11.77529
10.8
697
4,110
197,716
74.9
4
0
0
0
0
small_business
0.1533
870.71
11.842229
16.16
707
4,230.041667
56,909
49.8
5
0
0
0
0
home_improvement
0.1311
674.9
12.29225
9.94
717
5,730.041667
39,576
27.7
5
0
0
1
0
debt_consolidation
0.1385
136.42
11.0021
18.18
677
3,423.041667
15,301
85
4
0
0
0
0
credit_card
0.1025
466.35
12.206073
13.97
722
6,120.041667
338,935
78.3
2
0
0
0
0
debt_consolidation
0.1533
696.57
11.805595
17.21
682
2,790.041667
38,578
86.9
4
0
0
0
0
credit_card
0.1273
688.11
11.314475
21.13
732
5,881
35,227
54.3
5
0
0
0
0
all_other
0.1867
547.36
11.407565
15.76
667
10,050.04167
13,255
88.4
7
0
0
0
0
all_other
0.0788
115.74
10.999095
10.17
722
4,410
11,586
61.6
4
0
0
0
0
debt_consolidation
0.1348
508.87
10.933107
17.76
717
3,870.041667
8,760
28.2
6
0
0
0
0
debt_consolidation
0.1099
556.5
11.225243
17.84
727
6,840.041667
18,753
29
4
0
0
1
0
all_other
0.1385
511.56
12.323856
12.33
687
6,420.041667
385,489
51.2
4
0
0
0
0
all_other
0.1459
396.35
10.308953
21.04
697
3,390
26,117
78.4
6
0
0
1
0
all_other
0.2164
551.08
11.0021
24.06
662
1,800
16,441
49.8
9
0
0
1
0
all_other
0.1311
101.24
10.968198
8.23
687
2,790.041667
1,514
13.8
5
0
0
0
0
all_other
0.1979
37.06
10.645425
22.17
667
5,916
28,854
59.8
6
0
1
0
0
home_improvement
0.1426
823.34
12.429216
3.62
722
3,239.958333
33,575
83.9
5
0
0
1
0
all_other
0.1671
113.63
10.645425
28.06
672
3,210.041667
25,759
63.8
5
0
0
1
0
all_other
0.1568
161.01
11.225243
8
677
7,230
6,909
29.2
4
0
1
1
0
debt_consolidation
0.1565
69.98
10.110472
7.02
662
8,190.041667
2,999
39.5
6
0
0
1
0
all_other
0.1461
344.76
12.180755
10.39
672
10,474
215,372
82.1
2
0
0
1
0
all_other
0.1253
257.7
11.141862
0.21
722
4,380
184
1.1
5
0
0
1
0
debt_consolidation
0.1071
97.81
10.596635
13.09
687
3,450.041667
10,036
82.9
8
0
0
1
0
home_improvement
0.16
351.58
10.819778
19.18
692
1,800
0
3.2
5
0
0
1
0
debt_consolidation
0.1392
853.43
11.264464
16.28
732
4,740
37,879
57
6
0
0
1