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
all_other
0.0768
155.96
11.695247
1.27
772
4,499.958333
5,081
5.1
3
0
0
0
1
credit_card
0.1221
283.18
10.203592
19.42
702
1,800
12,920
72.2
0
0
0
0
1
all_other
0.1158
165.07
9.687816
10.57
722
1,710
5,308
40.2
0
0
0
0
1
credit_card
0.1189
132.66
9.903488
24.54
697
3,029.958333
14,460
71.6
0
0
0
0
1
debt_consolidation
0.1316
337.71
9.952278
3.89
697
1,529.958333
10,090
29.7
1
0
0
0
1
debt_consolidation
0.1284
537.89
11.289782
17.16
702
5,490
19,306
70.2
2
0
1
0
1
home_improvement
0.0768
124.77
11.544812
0.87
777
4,410
5,220
12.7
3
0
0
0
1
credit_card
0.1379
238.53
10.714418
18.35
707
7,170
12,197
95.3
1
0
0
1
1
home_improvement
0.0932
293.91
10.869025
19.63
782
7,079.958333
1,492
16.8
0
0
0
0
1
debt_consolidation
0.1095
235.54
11.461674
7.01
717
12,060
10,147
31.7
3
0
0
0
1
all_other
0.1189
132.66
9.546813
8.23
697
2,100
3,347
79.7
1
0
0
0
1
all_other
0.1379
136.31
11.163368
8.19
712
4,049
11,352
98.7
2
0
0
1
1
debt_consolidation
0.1095
209.37
10.085809
6.15
742
8,370
8,810
23.2
1
0
0
0
1
all_other
0.1357
154.56
11.77529
17.46
682
4,800
66,461
90.1
0
0
0
0
1
small_business
0.1221
166.58
10.896739
12.84
722
13,020
5,867
70.7
0
0
0
0
1
all_other
0.1221
113.28
11.898188
22.56
702
4,380
67,843
91.8
0
0
0
1
1
home_improvement
0.0932
159.74
11.691942
8.45
762
5,609.958333
20,334
25.5
4
0
0
0
1
educational
0.1189
82.91
9.809397
19.18
697
1,830
483
4.6
1
1
0
0
1
educational
0.0932
159.74
9.825526
19.14
752
8,640
11,096
10.4
0
1
0
0
1
all_other
0.1284
235.33
9.574983
3
707
1,199.958333
3,449
19.7
2
0
0
1
1
small_business
0.1474
552.59
10.819778
18.53
672
4,229.958333
3,364
44.9
1
1
0
1
1
debt_consolidation
0.1316
445.77
11.0021
7.26
697
3,792.958333
10,965
85.7
0
0
0
0
1
credit_card
0.1347
441
10.691945
13.88
692
2,554
21,199
90.2
0
0
0
0
1
educational
0.1632
130.66
10.518673
13.07
662
1,501
5,635
97.2
0
0
0
0
1
credit_card
0.1316
309
10.668955
21.66
692
3,089.958333
14,299
79.4
0
0
0
0
1
debt_consolidation
0.0768
218.34
11.0021
13.36
782
7,739.958333
21,054
21.4
1
0
0
0
1
credit_card
0.0932
383.37
10.819778
6.84
777
7,230
26,050
26.1
0
0
0
0
1
major_purchase
0.08
156.69
10.645425
5.09
807
6,511
112
1.1
0
0
0
0
1
major_purchase
0.1126
312.21
10.693398
19.04
757
7,049.958333
336
4.7
1
0
0
0
1
all_other
0.1189
149.24
10.819778
4.37
702
3,571
1,961
55.7
0
0
0
0
1
debt_consolidation
0.0963
320.95
11.512925
18.23
737
4,589.958333
21,578
68.5
1
0
0
0
1
credit_card
0.1284
117.67
10.439981
8.42
687
2,399.958333
5,174
89.2
1
0
0
0
1
debt_consolidation
0.1189
305.11
10.714418
22.37
712
1,890
8,558
27.3
3
0
0
0
1
debt_consolidation
0.0932
223.63
11.429544
7.12
732
4,410
21,477
84.9
0
0
0
0
1
debt_consolidation
0.1221
666.3
11.0021
20.54
717
3,749.958333
16,777
63.3
0
0
0
0
1
all_other
0.0963
128.38
11.082019
10.99
747
6,689.958333
28,817
66.6
0
0
0
0
1
small_business
0.0963
320.95
11.091331
1.04
742
5,700.958333
4,435
36.2
2
0
0
0
1
small_business
0.1284
403.42
11.350407
11.87
727
1,559.958333
7,951
41.8
2
0
0
0
1
all_other
0.08
188.02
11.251561
6.51
767
7,799.958333
20,991
47
2
0
0
0
1
all_other
0.1183
364.48
11.81303
19.67
717
11,400
32,818
87.1
0
0
1
0
1
all_other
0.1379
340.76
10.373616
15.49
677
2,339.958333
15,968
47.8
3
0
0
1
1
debt_consolidation
0.1126
394.36
11.156251
11.38
732
3,660
6,789
16.3
1
1
0
0
1
debt_consolidation
0.1126
492.95
10.645425
12.06
742
6,059.958333
24,651
42.4
1
0
0
0
1
all_other
0.1189
278.58
10.308953
5.4
717
6,360.958333
6,291
81.7
1
0
0
0
1
debt_consolidation
0.1158
343.34
10.820098
8.09
727
3,960
10,167
89.2
0
0
0
0
1
credit_card
0.0963
211.83
11.482466
18.68
752
12,810
22,329
40.2
1
0
0
0
1
credit_card
0.1158
825.34
12.301383
10.07
747
9,810
33,697
51.5
2
1
0
0
1
debt_consolidation
0.1253
200.8
10.668955
18.89
682
5,130
6,334
68.1
2
0
1
1
1
debt_consolidation
0.1347
542.77
11.059803
24.09
697
4,469.958333
21,180
81.5
0
0
0
0
1
credit_card
0.1221
266.52
11.0021
19.23
702
3,240
30,140
89.4
1
0
0
0
1
all_other
0.0859
379.33
11.066638
9.45
792
8,430.041667
2,910
5.8
1
0
0
0
1
educational
0.0894
476.58
11.184421
10.2
782
13,334.95833
4,254
23.9
0
0
0
0
1
small_business
0.1843
363.7
11.81303
21.85
682
3,600
68,276
88
0
0
0
0
1
home_improvement
0.1284
672.36
11.195471
9.92
712
4,859.958333
11,440
27.7
1
0
0
0
1
all_other
0.1126
246.48
10.879932
16.97
722
5,189.958333
9,200
42.8
0
0
0
0
1
all_other
0.08
219.36
10.433998
15.21
752
5,880
17,576
36.3
0
0
0
1
1
all_other
0.0932
159.74
11.0021
13.62
742
5,910
21,305
35.4
0
0
0
0
1
debt_consolidation
0.1189
663.28
11.87409
7.32
732
8,370
27,062
79.6
0
0
0
0
1
debt_consolidation
0.1253
281.12
11.225243
4.16
687
5,699.958333
13,573
30.8
2
0
0
0
1
major_purchase
0.0768
93.58
10.668862
3.77
807
4,711
133
0.3
0
0
0
0
1
debt_consolidation
0.1221
499.73
10.746433
7.88
717
2,460
22,197
37.8
1
0
0
0
1
all_other
0.1189
139.29
10.950807
12.32
702
2,190
2,094
20.7
1
2
0
0
1
debt_consolidation
0.1695
748.17
11.440355
14.76
662
7,637
23,738
71.3
1
0
0
1
1
educational
0.08
156.69
11.362103
6.39
777
3,509.958333
0
0
0
0
0
0
1
home_improvement
0.1221
666.3
12.027544
1.56
747
3,089.958333
9,787
52.3
1
0
0
0
1
home_improvement
0.0932
99.04
10.933178
23.89
727
7,439.958333
28,774
71.4
0
0
0
0
1
credit_card
0.1505
402.42
11.799817
16.79
682
11,190
54,194
85.7
0
0
1
1
1
debt_consolidation
0.1284
403.42
10.878047
22.85
702
2,496
17,385
71.2
0
0
0
0
1
home_improvement
0.1189
116.08
11.460537
16.46
697
5,730
12,032
56.8
0
1
0
0
1
all_other
0.1284
295.84
10.73631
12.58
732
5,910
24,621
94
1
0
0
0
1
small_business
0.1158
825.34
11.407565
0.13
787
2,279.958333
1,068
3.1
3
0
0
0
1
all_other
0.0932
159.74
10.645425
19.31
742
6,719.958333
7,160
39.3
0
0
0
0
1
all_other
0.1253
836.66
12.367341
11.73
717
7,230
5,509
10.6
3
0
0
0
1
credit_card
0.0932
255.58
11.736069
3.35
752
7,650
5,752
30.3
0
0
0
0
1
credit_card
0.1189
397.97
10.714418
22.77
717
2,729.958333
36,261
67.1
1
0
0
0
1
all_other
0.1158
165.07
10.545341
13.52
807
4,589.958333
323
1.8
0
0
0
0
1
debt_consolidation
0.1316
405.25
11.170435
7.42
682
3,839.958333
38,963
79.4
1
0
0
0
1
credit_card
0.1316
108.07
11.05089
12.06
697
3,509.958333
10,678
97.1
0
0
0
0
1
debt_consolidation
0.08
131.62
10.373491
17.48
767
8,222.958333
1,127
40.2
0
0
0
0
1
credit_card
0.0894
381.26
11.010399
7.78
762
12,266.95833
12,893
14.1
1
0
0
0
1
debt_consolidation
0.1411
342.29
10.308953
13.96
672
4,620
12,022
20
3
0
0
0
1
all_other
0.1411
205.38
10.434116
7.98
662
2,009.958333
2,122
58.9
1
2
0
0
1
home_improvement
0.0932
383.37
11.350407
9.15
787
7,469.958333
9,825
24.3
0
0
0
0
1
debt_consolidation
0.1379
340.76
10.518673
18.16
682
6,659.958333
17,473
47.9
0
0
0
0
1
all_other
0.1126
98.59
10.819778
9.05
707
2,490
6,371
37.9
2
0
0
0
1
debt_consolidation
0.1158
297.13
11.156193
14.52
722
3,809.958333
1,778
88.9
1
0
0
0
1
all_other
0.1221
506.39
11.695247
8.91
742
4,453.958333
10,750
76.8
5
0
0
0
1
all_other
0.1284
94.14
10.810697
2.35
697
3,270
3,511
40.4
1
0
0
0
1
educational
0.1253
267.73
10.714418
11.17
687
3,479.958333
1,150
13.9
0
0
0
0
1
debt_consolidation
0.1347
101.77
11.05089
17.48
672
3,479.958333
3,848
75.5
1
0
0
0
1
all_other
0.1284
188.27
9.680344
10.2
722
1,440
3,183
66.3
2
0
0
0
1
debt_consolidation
0.0768
40.55
10.839581
19.19
757
3,479.958333
2,513
9.6
1
0
0
0
1
debt_consolidation
0.1189
497.46
10.778956
20.27
712
4,020
6,478
35.2
0
0
0
0
1
all_other
0.0932
127.79
10.799494
8.67
802
4,050
34
0.3
0
0
0
0
1
debt_consolidation
0.1379
327.13
11.591755
5.39
697
6,329.958333
29,526
95.6
0
0
0
0
1
all_other
0.0768
187.15
11.225243
1.86
782
4,109.958333
1,738
12.6
0
0
0
0
1
debt_consolidation
0.1126
427.23
10.778956
17.43
742
3,330
28,895
39.9
0
0
0
0
1
debt_consolidation
0.1221
266.52
11.184421
21.73
692
5,969.958333
25,449
69.3
0
0
0
0
1
all_other
0.0932
31.95
11.350407
7.27
732
6,510
5,690
21.5
0
0
0
0
1
debt_consolidation
0.1379
170.38
10.341742
19.78
682
1,229.958333
6,130
57.3
3
0
0
0