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
0.179
541.5
11.141862
17.17
702
5,129.958333
608
5.7
8
0
0
1
0
debt_consolidation
0.1411
171.15
10.031201
22.76
717
1,080
362
8.4
2
0
0
1
0
all_other
0.1221
799.56
12.206093
17.97
722
6,720
351,453
95.1
0
0
0
1
0
home_improvement
0.1284
201.71
11.350407
12.16
707
3,600
24,364
63.8
4
0
0
0
0
debt_consolidation
0.1505
503.03
10.076937
5.75
697
2,820
3,695
46.2
6
0
1
1
0
all_other
0.1568
350.02
11.877569
1.26
692
4,956
11,105
43.5
7
2
0
0
0
all_other
0.1379
340.76
11.134531
13.82
707
14,550
56,903
54.2
5
1
0
0
0
debt_consolidation
0.1347
576.69
10.962804
22.32
717
3,359.958333
4,583
73.9
5
0
0
0
0
small_business
0.2011
65.14
9.903488
2.4
667
540
806
17.1
5
0
0
0
0
all_other
0.1411
85.58
10.257659
7.37
732
779.958333
0
0
0
0
0
0
0
all_other
0.1474
207.23
10.264652
1.34
707
902
1,185
19.4
1
0
0
0
0
educational
0.1947
184.49
9.21034
0
682
541
0
0
0
0
0
0
0
all_other
0.1726
53.68
9.586583
5.27
687
2,309.958333
2,308
69.9
8
0
0
0
0
small_business
0.1253
240.96
10.819778
0.6
717
5,010
1,306
14.4
5
0
0
0
0
small_business
0.1916
293.9
10.577044
13.19
677
869.958333
634
42.3
3
0
0
1
0
all_other
0.1632
670.96
10.635952
17.16
692
1,680
10,022
24.7
6
0
0
0
0
small_business
0.1284
504.27
11.407565
4.29
727
6,000
19,601
56.2
4
0
0
0
0
small_business
0.1726
715.69
11.350407
17.08
727
5,249.958333
28,268
53.9
9
0
0
1
0
all_other
0.16
87.9
8.673
5.13
672
930
727
72.7
3
0
0
0
0
debt_consolidation
0.1821
184.02
10.085809
6.85
672
809.958333
5,204
86.7
0
0
0
0
0
all_other
0.1537
348.47
11.142007
11.01
687
5,370
10,631
35.3
6
0
0
0
0
home_improvement
0.1505
520.37
10.668862
11.58
687
2,850
4,490
43.6
4
0
0
1
0
small_business
0.1379
425.95
11.156251
16.73
697
8,549.958333
74,042
41.9
1
2
0
0
0
major_purchase
0.1758
898.55
10.915088
3.56
697
1,109.958333
5,341
24
5
0
0
1
0
all_other
0.16
116.02
10.757903
0.89
662
2,669.958333
113
8.7
4
2
0
0
0
home_improvement
0.1632
352.26
11.571194
2.9
707
4,799.958333
726
1
8
0
0
0
0
major_purchase
0.16
175.79
9.952278
14
682
869.958333
6,348
52
2
0
0
0
0
credit_card
0.1568
42.01
10.596635
20.58
662
1,440
1,498
78.8
4
0
0
0
0
debt_consolidation
0.1347
118.73
10.146434
24.24
692
2,249.958333
2,146
13.1
4
0
0
0
0
all_other
0.08
338.43
11.552146
16.13
792
8,370
186,072
17.9
0
0
0
0
0
debt_consolidation
0.1695
178.14
10.819778
20.86
667
4,829.958333
8,652
80.1
7
1
1
0
0
debt_consolidation
0.1663
514.32
11.359774
23.01
667
7,140
22,720
86.1
4
1
0
1
0
small_business
0.1537
871.16
12.037654
0.61
707
7,230
4,066
46.3
4
0
1
0
0
debt_consolidation
0.1474
552.59
11.398636
3.63
732
5,549.958333
15,306
51.2
7
0
0
0
0
all_other
0.1474
48.36
10.203592
3.42
682
2,880
124
41.3
5
0
0
1
0
debt_consolidation
0.1758
790.73
12.264342
20.46
667
5,249.958333
40,604
65
4
0
0
1
0
all_other
0.0768
262.01
11.849398
14.2
712
5,640
164,861
35.2
0
0
0
0
0
all_other
0.0768
374.29
11.225243
20.74
727
3,090
94,064
57.6
0
0
0
0
0
debt_consolidation
0.1284
251.3
9.952278
16.17
702
2,760
27,216
58.5
0
0
0
0
0
debt_consolidation
0.1442
412.6
11.225243
15.31
692
5,742
13,084
89
4
0
1
0
0
all_other
0.1474
34.54
11.03489
1.49
702
1,080
1,914
44.5
0
0
0
1
0
debt_consolidation
0.1442
515.74
11.775351
12.82
697
4,139.958333
20,761
71.1
5
0
0
0
0
small_business
0.2011
735.06
13.304685
14.39
672
7,620
952,013
99
6
0
0
0
0
small_business
0.1505
329.57
11.695247
7.3
672
3,150
3,951
16.5
4
0
0
0
0
home_improvement
0.1632
127.13
9.798127
1.13
702
690
707
17.7
0
0
0
0
0
all_other
0.0737
279.41
10.714418
15.95
737
5,071
4,964
47.7
4
0
0
0
0
all_other
0.1474
518.06
11.225243
15.49
677
2,430
7,151
45
4
0
0
0
0
credit_card
0.1347
339.23
11.289782
14.2
692
4,560
126,402
68.9
2
0
0
0
0
educational
0.1284
168.09
10.819778
8.66
737
4,169.958333
0
0
6
0
0
1
0
all_other
0.2011
130.27
10.819778
15.65
672
600
390
26
4
0
0
1
0
small_business
0.1663
115.28
8.987197
6.3
707
660
0
0
2
0
0
0
0
all_other
0.1695
249.39
10.596535
11.22
682
1,080
6,246
29.4
6
0
0
0
0
debt_consolidation
0.1474
259.03
9.903488
15.54
692
1,320
3,642
30.3
5
0
0
0
0
all_other
0.1316
185.74
9.952278
19.2
677
10,898
9,369
76.2
4
0
0
0
0
small_business
0.1979
370.57
11.904968
11.58
662
722
3,823
26.3
2
0
0
0
0
home_improvement
0.1474
435.17
11.156251
18.77
687
2,130
2,680
11.8
5
0
0
0
0
educational
0.0963
224.66
10.126631
21.36
732
7,409.958333
11,786
60.4
4
0
0
0
0
educational
0.16
70.32
10.126631
18.72
687
3,660
3,811
15.6
8
0
0
0
0
all_other
0.1379
204.46
10.596635
0.3
722
1,036
1,472
6.1
1
0
0
0
0
major_purchase
0.1505
180.4
10.126471
5.95
692
2,279.958333
225
5
4
0
0
0
0
home_improvement
0.1316
149.44
11.264464
15.83
697
3,359.958333
38,558
64.7
4
0
0
0
0
debt_consolidation
0.0963
208.62
10.827746
14.81
737
3,840
3,633
9.1
4
0
0
0
0
debt_consolidation
0.1853
233.08
9.809177
0.99
667
1,050
6,758
90.1
0
0
0
0
0
educational
0.2011
186.09
10.968198
11.01
677
1,559.958333
0
0
8
0
0
0
0
debt_consolidation
0.1347
271.39
11.251613
7.84
697
3,990
6,700
45
4
0
0
0
0
debt_consolidation
0.1663
212.82
11.379394
9.17
662
4,529.958333
6,155
35.1
4
0
0
0
0
debt_consolidation
0.1758
74.58
9.903488
18.36
677
665
661
44.1
4
0
0
1
0
home_improvement
0.1474
863.42
11.695247
24.18
697
3,900
311,616
80.2
3
0
0
0
0
small_business
0.1505
131.83
10.550591
12.19
712
1,589.958333
639
6.8
5
0
0
0
0
home_improvement
0.1095
147.22
11.066638
7.52
732
3,600
1,596
22.2
4
0
0
1
0
debt_consolidation
0.1284
336.18
10.839581
20
702
2,760
10,639
54.6
5
0
0
0
0
all_other
0.0768
405.48
10.73631
23.64
712
3,240
58,996
55.7
3
0
0
1
0
debt_consolidation
0.1411
246.45
10.434116
19.91
702
1,800
4,009
27.3
7
0
0
0
0
all_other
0.1442
859.57
12.542545
5.58
737
7,890
290,291
82.9
1
0
0
0
0
debt_consolidation
0.1316
185.74
10.596535
20.79
687
1,619.958333
42,411
67.7
2
0
0
0
0
all_other
0.1126
164.32
11.21182
17.94
717
4,290
260
7.6
4
0
1
0
0
credit_card
0.1284
141.2
10.736397
18.37
702
1,889.958333
2,215
41.8
5
0
0
0
0
all_other
0.1158
184.88
11.198215
3.4
712
4,079.958333
5,266
9
4
0
0
0
0
educational
0.1221
266.52
11.312607
6.03
712
6,780
11,754
41
5
0
1
0
0
all_other
0.1347
288.35
10.214642
20
687
1,740
8,537
30.7
5
0
0
0
0
educational
0.1316
135.09
9.852194
24.25
682
1,680
15,360
56.5
4
0
0
1
0
credit_card
0.1347
220.5
10.133999
19.44
722
5,999.958333
25,283
99.1
0
0
0
0
0
credit_card
0.1565
160.07
11.156251
14.31
682
4,339
82,586
43.6
2
0
0
0
0
all_other
0.1884
146.31
10.865134
17.16
682
3,449.958333
1,682
39.1
10
0
0
0
0
debt_consolidation
0.1442
330.08
11.082143
17.34
687
6,029.958333
10,754
32.6
5
0
0
1
0
debt_consolidation
0.0932
223.63
10.95954
22.04
737
11,819.95833
125,743
32.9
0
0
0
0
0
all_other
0.16
210.95
10.459669
15.62
662
2,580
829
69.1
4
0
0
1
0
all_other
0.1316
168.86
10.684646
14.15
677
5,370
43,075
70.7
1
0
0
1
0
all_other
0.1316
135.09
10.491274
3.67
677
3,870
1,048
49.9
4
0
0
0
0
educational
0.1221
333.15
11.156193
15.82
707
5,314
107,643
81
3
0
0
0
0
debt_consolidation
0.1316
540.33
12.676089
1.72
722
3,749.958333
66,442
93.7
4
0
0
0
0
all_other
0.1316
363.03
11.350407
7.45
702
7,019.958333
16,652
12.2
4
1
0
0
0
all_other
0.1253
174.03
11.156251
9.48
692
2,790
4,096
48.2
4
1
0
0
0
debt_consolidation
0.1442
137.54
10.596635
22.32
707
7,409.958333
12,121
89.8
7
1
0
1
0
credit_card
0.1095
107.96
11.286163
23.17
722
4,680
31,890
48.1
4
0
0
0
0
all_other
0.1284
268.95
11.211874
13.83
722
4,770
4,505
25.3
5
0
0
0
0
all_other
0.1253
502
11.082143
14.7
722
3,510
39,458
38
5
0
0
0
0
small_business
0.1253
361.44
11.350407
1.37
732
4,559.958333
3,532
18.1
5
0
0
0
0
all_other
0.1158
79.24
10.126631
19.54
727
3,210
268
26.8
5
0
0
0
0
small_business
0.1442
464.17
11.695247
23.39
682
6,719.958333
107,404
54.5
4
0
0
1