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
home_improvement
0.1128
164.36
11.326644
13.53
687
8,189.958333
16,389
57.7
3
0
1
1
1
all_other
0.1254
133.9
9.903488
18.72
677
7,590
9,961
94.9
1
0
0
0
1
all_other
0.1128
32.88
10.924787
17.96
677
4,650
22,557
98.1
0
0
0
0
1
debt_consolidation
0.1191
215.62
10.166006
21.97
707
2,280
7,552
98.1
1
0
0
0
1
major_purchase
0.08
219.36
10.020381
10.04
757
5,130
0
0
6
0
0
1
1
debt_consolidation
0.1159
224.53
10.626096
11.91
682
4,650
6,170
53.7
1
0
0
0
1
debt_consolidation
0.138
255.61
11.127263
18.16
667
2,280
16,860
63.6
1
0
0
0
1
all_other
0.1159
247.65
10.373491
13.91
692
4,380
2,131
45.3
1
0
0
0
1
all_other
0.1286
168.14
10.126631
23.23
702
2,490
19,096
69.6
2
0
0
0
1
credit_card
0.1096
261.76
10.839581
12.28
697
2,550
5,329
29.4
2
1
0
0
1
major_purchase
0.0863
205.59
10.043249
9.34
732
1,619.958333
4,386
14.3
0
0
0
0
1
debt_consolidation
0.097
48.19
10.858922
15.62
717
4,619.958333
1,645
29.9
1
0
0
0
1
debt_consolidation
0.0976
241.16
11.264464
13.91
727
4,788
49,150
42
3
0
0
1
1
major_purchase
0.1064
182.39
11.264464
4.26
697
4,140.958333
0
21.7
0
0
1
0
1
all_other
0.0863
237.21
10.645425
19.2
787
6,449.958333
8,671
13.9
1
0
0
1
1
debt_consolidation
0.1349
407.17
10.915088
14.53
667
9,030
2,569
98.8
0
0
0
1
1
home_improvement
0.097
96.38
11.03489
3.31
707
12,150
8,832
76.8
1
0
0
0
1
all_other
0.08
72.08
10.839581
11.6
762
5,400
550
1.6
3
0
0
0
1
all_other
0.1222
83.3
10.778956
14.77
677
4,350
10,710
54.6
0
0
0
0
1
debt_consolidation
0.097
248.99
11.589887
9.77
732
5,580
14,068
52.7
1
0
0
0
1
all_other
0.1096
196.32
10.308953
1.8
697
3,360
2,898
42.9
0
0
0
0
1
all_other
0.1254
92.06
10.915016
22.13
682
5,400
18,392
87.6
2
0
0
0
1
all_other
0.1191
66.35
10.819858
16.03
672
2,339.958333
874
21.8
3
0
0
0
1
all_other
0.1286
504.4
10.865134
18.14
677
11,129.95833
12,836
31.3
0
2
0
0
1
major_purchase
0.1222
376.52
10.950807
22.76
712
4,650
8,939
74.5
0
0
0
1
1
all_other
0.08
37.61
10.819778
4.82
737
2,490
1,312
9
2
0
0
0
1
debt_consolidation
0.1064
328.95
11.226935
14.62
722
4,919.958333
14,173
78.7
0
0
0
0
1
all_other
0.1033
325.85
10.819778
16.15
727
5,669.958333
1,417
7.6
1
0
0
1
1
debt_consolidation
0.1071
195.61
10.621327
12.38
697
3,620
21,196
46.2
3
0
0
0
1
all_other
0.157
297.58
10.819778
24.91
662
4,559.958333
8,155
78.4
3
0
0
0
1
all_other
0.1096
472.81
10.714418
1.33
712
3,240
1,661
15.8
2
0
1
1
1
credit_card
0.1317
251.64
10.918022
10.81
667
2,820
6,413
81.2
1
0
0
0
1
major_purchase
0.1033
181.57
11.373663
5.41
712
6,858
15,132
33.9
0
0
0
0
1
credit_card
0.1317
216.17
10.799576
16.09
662
4,865.958333
24,568
74.4
0
0
0
0
1
all_other
0.1001
33.89
10.896739
11.56
707
4,559.958333
8,670
96.7
1
0
0
0
1
debt_consolidation
0.1222
148.28
11.835009
19
677
6,059.958333
27,587
74.8
1
1
0
0
1
home_improvement
0.138
177.22
12.206073
3.07
662
8,370
13,793
57.7
0
2
0
0
1
debt_consolidation
0.1096
176.69
10.968198
15.43
707
2,550
7,366
42.8
2
0
0
0
1
all_other
0.0832
138.54
10.341742
4.26
742
1,830
5,680
27.2
0
0
0
0
1
credit_card
0.0832
94.46
11.314475
8.34
737
8,100
5,688
69.3
0
0
0
0
1
debt_consolidation
0.1222
246.57
10.51688
13.16
677
4,529.958333
10,832
56.1
3
0
1
0
1
home_improvement
0.1254
66.95
10.341742
3.02
667
7,380
3,574
60.6
3
0
0
0
1
debt_consolidation
0.1128
39.45
10.477288
22.78
702
3,871.958333
7,438
32.3
1
0
0
0
1
debt_consolidation
0.1033
110.24
10.757903
1.79
702
3,179.958333
3,321
51.1
2
0
0
0
1
credit_card
0.1286
162.25
11.561716
10.71
682
4,470
15,478
96.2
0
0
0
0
1
all_other
0.1475
221.08
10.23996
12.47
662
1,349.958333
117
5.3
3
0
0
0
1
home_improvement
0.0768
187.14
12.072541
5.19
782
4,807
12,760
10.9
0
0
0
0
1
debt_consolidation
0.1601
109.01
10.618885
24.47
697
5,309.958333
37,864
98.3
0
1
0
0
1
debt_consolidation
0.1128
197.23
10.596635
5.43
682
4,679.958333
12,247
66.9
1
0
0
0
1
debt_consolidation
0.1254
187.45
11.277203
10.92
672
5,699.958333
7,465
74.6
0
0
1
0
1
credit_card
0.0863
134.42
11.338572
16.11
762
5,850
16,225
55.9
0
0
0
0
1
debt_consolidation
0.1191
116.1
10.239817
19.33
687
2,280
10,029
85
1
0
0
0
1
all_other
0.1096
75.26
10.404263
8
687
3,630
1,857
33.8
0
0
0
0
1
all_other
0.097
38.56
9.798571
7.13
712
1,890
1,905
27.2
1
0
0
0
1
major_purchase
0.1096
175.06
9.998798
20.02
722
3,899.958333
2,548
28.3
1
0
0
0
1
debt_consolidation
0.1507
260.25
11.225243
19.44
662
5,699.958333
27,087
97.4
2
0
0
0
1
credit_card
0.1159
188.21
11.95118
11.92
692
3,089.958333
64,451
91.9
2
0
0
0
1
major_purchase
0.1317
212.79
11.180079
18.95
677
6,329.958333
7,595
87.3
0
0
0
0
1
credit_card
0.1222
236.57
11.667362
11.75
677
2,850
29,735
67.3
1
0
0
0
1
debt_consolidation
0.1507
173.5
10.221941
7.9
662
1,500
5,538
95.5
1
0
0
0
1
all_other
0.1128
165.18
11.982929
11.19
687
5,369.958333
63,353
77
1
0
0
0
1
home_improvement
0.1128
236.68
10.934035
19.25
707
3,539.958333
3,280
29
1
0
0
0
1
all_other
0.097
57.83
10.839581
13.44
752
5,400
835
2.4
5
0
0
0
1
all_other
0.1001
216.23
10.596635
5.13
717
6,300
4,225
28.9
3
0
1
1
1
all_other
0.0832
78.72
10.196008
6.58
722
6,270
5,134
13.7
1
2
0
0
1
debt_consolidation
0.1317
238.13
11.296012
23.03
702
12,450
18,265
46.8
0
2
0
0
1
credit_card
0.1191
165.86
10.645425
23.63
742
5,207
9,347
13.5
8
0
0
0
1
credit_card
0.1033
226.96
11.136164
8.62
722
2,789.958333
22,595
61.9
1
0
0
0
1
all_other
0.1128
65.75
10.645425
13.43
687
3,210
6,353
45.7
0
0
0
0
1
all_other
0.1475
138.18
11.041321
12.96
692
4,320
2,188
27.7
3
0
0
0
1
credit_card
0.1128
73.14
10.085809
12.45
717
6,119.958333
3,623
90.6
0
1
0
1
1
all_other
0.1096
121.89
10.708266
17.41
732
4,320
886
25.3
3
0
0
0
1
home_improvement
0.1159
206.37
10.545341
8.53
682
4,290.958333
6,288
22.3
3
0
1
1
1
all_other
0.1286
107.61
10.430816
14.77
672
7,139.958333
3,318
34.9
1
1
0
0
1
credit_card
0.1317
168.88
11.0021
14.6
667
2,610
7,708
48.5
1
0
0
0
1
major_purchase
0.0832
135.39
10.819778
17.9
757
4,139.958333
4,169
17.6
0
0
0
0
1
all_other
0.0832
50.38
10.341742
8.5
742
1,860
4,158
19.9
0
0
0
0
1
debt_consolidation
0.1191
87.91
10.516861
19.77
677
4,559.958333
10,679
55.3
1
0
1
0
1
credit_card
0.1191
169.18
11.204033
18.11
687
4,619.958333
22,906
75.6
0
0
0
0
1
debt_consolidation
0.1412
167.76
10.385914
23.85
682
3,569.958333
2,379
68
1
0
1
0
1
credit_card
0.1633
264.91
10.819778
10.8
667
5,249.958333
0
86.3
0
0
0
1
1
all_other
0.097
44.18
10.595684
20.84
757
7,829.958333
14,813
36.8
0
0
0
0
1
debt_consolidation
0.1191
201.52
10.799494
14.33
682
4,533.958333
16,979
41
0
1
0
1
1
all_other
0.097
76.31
10.308953
15.04
747
1,679.958333
2,420
5.8
0
0
0
0
1
major_purchase
0.1475
259.08
10.308953
20.4
662
3,240
1,244
44.4
2
0
0
0
1
all_other
0.1033
180.76
10.309086
13.88
752
2,670
5,063
40.8
6
0
0
0
1
educational
0.1633
105.97
10.915088
26.05
672
5,430
19,487
89.2
2
0
0
0
1
debt_consolidation
0.1096
185.69
11.082143
12.04
697
8,219.958333
7,350
37.3
0
0
0
0
1
educational
0.1191
216.45
10.834678
20.69
707
5,669.958333
16,881
50.7
0
0
0
0
1
credit_card
0.1222
193.26
10.915088
14.84
677
3,240
7,440
89.6
0
0
0
0
1
educational
0.1286
50.44
10.485144
13.45
662
4,619.958333
10,363
71
2
0
1
0
1
all_other
0.1096
113.71
11.225243
9.92
687
6,240
22,796
51.9
1
0
0
1
1
all_other
0.1096
110.43
10.308953
0.6
722
1,440
767
4.2
3
0
0
0
1
debt_consolidation
0.1096
185.69
10.708176
18.52
712
2,250
25,925
66.1
0
0
0
0
1
all_other
0.1033
109.43
10.308953
5.52
712
1,649.958333
598
2.9
1
0
0
0
1
major_purchase
0.1222
145.78
10.243133
17.63
677
2,550
7,474
35.8
2
1
0
0
1
debt_consolidation
0.0832
174.74
10.711636
13.64
777
4,559.958333
5,578
9
2
0
0
0
1
all_other
0.1222
79.97
10.635855
22.36
677
5,580
12,785
77.2
2
0
0
0
1
debt_consolidation
0.0832
47.23
10.545341
2.53
732
2,789.958333
3,421
22.1
1
0
0
0
1
all_other
0.1222
165.77
11.429544
5.06
722
6,389.958333
5,424
98.6
0
0
0
0