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
debt_consolidation
0.1379
211.27
10.714418
17.42
677
4,182.958333
9,954
95.7
0
0
0
0
1
all_other
0.1253
133.87
10.477288
10.41
687
2,639.958333
12,160
80.5
0
0
0
0
1
small_business
0.1916
58.78
10.645425
14.6
662
3,779.958333
215
71.7
1
0
0
0
1
home_improvement
0.0932
399.34
10.819778
11.71
782
4,800
1,052
8.6
0
0
0
0
1
educational
0.1316
270.17
12.154758
17.03
687
4,320
113,463
92.8
0
0
0
0
1
small_business
0.0768
112.29
10.743437
8.96
757
8,519.958333
13,574
24.2
1
0
0
0
1
all_other
0.1442
137.54
10.545341
4.61
662
5,490
4,093
80.3
1
0
0
0
1
home_improvement
0.0963
513.51
12.611538
0.16
787
5,460
2,764
10.7
1
0
0
0
1
all_other
0.1095
162.76
10.838796
12.69
762
5,969.958333
16,992
44.5
5
0
0
1
1
all_other
0.1221
333.15
11.322152
11.91
702
3,779.958333
2,015
31
1
0
0
0
1
debt_consolidation
0.1189
397.97
10.933107
15.26
712
4,620
5,604
80.1
3
0
0
0
1
small_business
0.1126
394.36
11.225243
13.01
722
2,971
12,649
67.3
0
0
0
1
1
home_improvement
0.1347
508.84
10.682812
13.13
687
9,840
15,273
24.9
2
1
0
1
1
all_other
0.1284
90.77
10.298094
16.09
707
1,830
828
92
3
0
0
0
1
all_other
0.1095
327.14
11.184421
13.2
722
4,919.958333
19,761
41.5
2
0
0
0
1
credit_card
0.0932
142.17
10.650176
17.77
737
2,910
5,437
23.4
1
0
0
0
1
debt_consolidation
0.1461
241.33
10.657259
10.64
682
1,800
8,557
77.1
1
0
0
0
1
all_other
0.1114
393.65
11.03489
5.52
757
3,899.958333
14,313
46.2
2
0
0
0
1
all_other
0.0963
102.71
10.505068
0.33
732
4,290
496
4.1
1
0
1
0
1
home_improvement
0.0963
296.88
10.734133
0
807
7,320
1,454
4
2
0
0
1
1
all_other
0.1474
345.37
10.819778
12.72
712
5,130
4,456
22.6
0
0
1
0
1
debt_consolidation
0.0963
417.23
11.023535
8.03
747
4,562.958333
8,454
27
2
0
0
0
1
home_improvement
0.1189
397.97
11.918391
17.84
707
5,699.958333
614
17.5
2
0
1
0
1
credit_card
0.0932
383.37
10.474467
2.34
797
8,189.958333
4,615
6.5
0
0
0
1
1
debt_consolidation
0.1126
525.82
11.407565
8.83
742
7,499.958333
19,123
53
1
0
0
0
1
debt_consolidation
0.1114
451.05
10.89822
16.09
737
6,180
23,569
70.8
0
0
0
0
1
debt_consolidation
0.1505
603.63
11.225243
18.82
687
2,580
35,954
82.8
0
0
0
0
1
home_improvement
0.0768
218.34
11.346871
23.21
777
8,430
36,268
32.9
2
0
0
1
1
major_purchase
0.1695
213.77
11.270905
18.05
662
3,119.958333
82
1.3
1
1
0
0
1
all_other
0.0932
102.23
9.680344
0
737
2,100
0
0
0
0
0
0
1
home_improvement
0.1253
200.8
11.036501
10.18
682
6,749.958333
7,613
82.7
2
0
0
0
1
debt_consolidation
0.1316
621.37
10.797287
14.24
707
4,290
26,551
70.1
0
0
0
0
1
debt_consolidation
0.1347
212.02
10.275189
23.54
687
2,820
11,387
90.4
1
0
0
0
1
debt_consolidation
0.1158
775
11.407565
15.03
752
10,019.95833
44,539
59.8
0
0
0
0
1
all_other
0.1474
138.15
10.347949
0
692
1,350
0
0
2
0
0
0
1
all_other
0.1189
225.52
10.030296
15.43
712
3,419.958333
4,435
16.6
2
0
0
0
1
all_other
0.1095
654.28
11.47821
13.62
792
7,439.958333
37,466
30.9
1
0
0
0
1
all_other
0.0932
223.63
10.524064
20.06
747
5,699.958333
3,255
30.2
0
0
0
0
1
all_other
0.1126
525.82
11.127322
9.3
747
3,300
2,362
7.9
1
0
0
0
1
educational
0.1095
183.2
10.308953
10.56
722
3,330
716
5.4
3
0
0
1
1
debt_consolidation
0.1347
542.77
11.082143
12
707
6,689.958333
14,493
88.9
0
0
0
0
1
debt_consolidation
0.1189
53.07
11.314475
18.13
702
5,639.958333
25,886
94.1
1
1
0
0
1
debt_consolidation
0.1253
334.67
10.73631
8.9
692
2,009.958333
9,158
52.3
2
0
0
0
1
debt_consolidation
0.1189
643.39
11.571157
15.44
727
7,680
61,595
51.6
0
0
0
0
1
small_business
0.1884
438.93
10.819778
12.6
712
3,690
11,957
43.5
2
0
0
0
1
educational
0.0963
343.41
10.778956
10.86
737
3,660
1,772
7.4
2
1
0
0
1
all_other
0.1158
660.27
12.611538
6.93
762
10,679.95833
0
0
1
0
0
0
1
small_business
0.1916
352.67
10.457373
5.93
667
5,820
11,670
81.6
1
0
1
0
1
all_other
0.0932
127.79
10.915088
12
752
2,856
1,112
2.7
1
0
0
0
1
home_improvement
0.1126
236.62
11.532728
0.61
717
5,699.958333
4,452
45.4
0
0
1
0
1
educational
0.1158
79.24
10.165852
15.05
692
3,450.958333
731
5.8
3
1
0
1
1
debt_consolidation
0.1062
364.67
10.635855
15.92
722
8,833
5,455
83.9
0
0
0
0
1
all_other
0.1442
240.68
11.695247
14.65
662
4,589.958333
34,454
70.7
3
0
0
0
1
all_other
0.08
125.35
9.680094
12.6
762
6,032.958333
998
6
1
0
0
0
1
credit_card
0.1221
333.15
11.407565
22.47
737
7,740
61,374
61.8
2
0
0
0
1
small_business
0.1884
914.42
11.512925
6.76
712
8,190.958333
38,898
80.5
3
1
0
0
1
debt_consolidation
0.1411
34.23
11.152572
3.63
672
3,930
9,795
95.1
2
0
1
0
1
debt_consolidation
0.1505
173.46
10.203592
4.31
687
1,440
3,329
95.1
0
0
0
1
1
small_business
0.1916
183.69
10.858999
22.59
662
3,300
22,312
81.1
0
0
0
1
1
all_other
0.0963
160.48
10.872371
21.81
727
2,460
2,369
36.4
1
0
0
0
1
all_other
0.1221
99.95
11.736069
10.29
697
2,850
6,324
79
0
0
1
0
1
small_business
0.1158
594.25
11.156251
16.78
727
3,509.958333
30,372
56.1
0
0
0
1
1
home_improvement
0.0963
320.95
10.673596
8.94
742
7,950
14,716
38.4
0
0
0
0
1
home_improvement
0.08
200.56
11.066576
0
807
3,960
0
0
1
0
0
0
1
all_other
0.1347
162.83
10.308953
22.84
672
1,710
1,002
83.5
0
0
0
0
1
home_improvement
0.0932
319.47
10.878123
9.26
762
2,160
3,391
9.2
1
0
0
0
1
credit_card
0.1158
660.27
12.035284
19.27
742
4,199.958333
149,527
72.6
0
0
0
0
1
debt_consolidation
0.1253
301.2
11.038126
14.1
697
3,000.041667
3,006
30.7
3
0
0
0
1
major_purchase
0.1221
266.52
11.373663
0.07
722
4,949.958333
5
0
0
0
0
0
1
debt_consolidation
0.1411
205.38
10.491274
21.3
662
2,550
8,710
23.9
0
1
0
1
1
debt_consolidation
0.1568
87.51
10.419301
14.29
667
3,809.958333
286
95.3
0
2
0
0
1
educational
0.0932
383.37
10.308953
13.88
777
3,449.958333
1,505
12.5
0
0
0
0
1
home_improvement
0.0963
385.14
10.905938
7.46
752
5,219.958333
5,674
9.5
0
0
0
0
1
debt_consolidation
0.1632
706.27
11.233212
11.81
677
2,820
23,998
91.2
1
0
0
0
1
debt_consolidation
0.1632
261.32
10.778956
3.85
662
1,140
6,375
70.8
0
0
0
0
1
all_other
0.1158
264.11
11.552146
18.25
707
5,160
57,261
84.6
1
0
0
0
1
debt_consolidation
0.1095
98.15
10.126631
17.57
717
2,316.958333
590
36.9
3
0
0
0
1
debt_consolidation
0.0932
127.79
10.621425
12.99
747
2,009.958333
2,727
12.8
2
0
0
0
1
small_business
0.1821
90.65
10.915088
12.07
667
2,460
19,336
79.6
0
0
0
0
1
debt_consolidation
0.1442
343.83
11.0021
8
677
3,059.958333
1,547
20.9
3
0
0
0
1
all_other
0.1189
66.33
9.392662
5.7
707
2,970
1,616
52.1
1
0
0
0
1
home_improvement
0.1158
66.03
11.0021
6.46
692
3,812.958333
9,171
25.5
0
0
0
0
1
debt_consolidation
0.0932
223.63
10.264792
24.54
737
2,429.958333
6,242
16.1
3
0
0
0
1
debt_consolidation
0.1322
473.21
10.915088
9.19
697
2,310.041667
8,262
54.7
3
0
1
0
1
all_other
0.1126
328.64
11.626254
16.29
717
5,999.958333
5,742
43.8
0
0
0
0
1
debt_consolidation
0.1411
547.67
10.714418
11.55
682
9,420
14,731
86.1
0
0
0
0
1
home_improvement
0.1095
314.06
11.264464
8.74
727
7,740
10,993
20.5
0
1
0
0
1
debt_consolidation
0.1158
495.21
10.645425
10.4
742
3,660
15,680
44.7
0
0
0
0
1
debt_consolidation
0.1126
295.77
12.305176
9.11
712
4,619.958333
12,904
66.9
0
0
0
0
1
debt_consolidation
0.08
344.7
11.759817
4.13
802
7,980
5,272
7.4
0
0
0
0
1
debt_consolidation
0.1189
331.64
11.225243
15.25
727
5,130
7,642
28.2
1
0
0
0
1
credit_card
0.08
188.02
11.446786
13.27
752
2,250
7,501
26.8
0
0
0
0
1
all_other
0.1253
334.67
10.518673
18.49
707
2,460
5,124
51.2
2
0
0
0
1
debt_consolidation
0.08
313.37
10.668955
12.56
782
7,560
5,096
21.5
1
0
0
0
1
all_other
0.0963
160.48
11.884544
15.07
727
8,939.958333
19,654
77.4
0
0
0
0
1
debt_consolidation
0.1442
144.41
9.680344
11.1
677
1,140
3,830
64.9
0
0
0
0
1
debt_consolidation
0.1505
424.97
11.396392
23.8
662
5,292.958333
19,136
69.1
1
1
0
0
1
all_other
0.1095
163.57
10.933107
12.24
717
6,090
24,004
75.5
2
0
0
0
1
debt_consolidation
0.1158
561.23
10.858999
16.94
762
4,949.958333
11,467
39.1
0
0
0
0
1
all_other
0.1284
840.45
11.350407
12.44
742
4,800
5,193
49.5
4
0
0
0