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
small_business
0.1078
244.76
11.350407
1.78
687
9,480
8,035
50.5
1
1
1
0
1
debt_consolidation
0.1014
452.67
11.225243
16.54
722
4,800
14,214
39.4
0
0
0
1
1
debt_consolidation
0.1046
649.68
11.657026
16.2
732
5,129
23,442
42.1
2
0
0
0
1
credit_card
0.0838
226.89
12.072541
15.11
742
4,919.041667
101,443
13.7
6
0
0
0
1
debt_consolidation
0.1204
498.51
11.512925
14.32
677
4,439
25,988
98.8
1
0
0
0
1
debt_consolidation
0.1615
880.78
11.635143
24.84
682
7,619
51,039
93.8
0
1
0
1
1
debt_consolidation
0.1141
658.67
10.965782
10.14
702
5,999.041667
23,370
70
1
0
0
0
1
all_other
0.1172
231.57
12.206073
15.46
692
6,629
119,420
95.1
0
0
0
0
1
all_other
0.1014
258.67
10.819778
8.78
702
3,946
0
0
0
0
0
0
1
debt_consolidation
0.1109
157.36
10.736397
11.37
677
2,729.041667
15,564
56.6
1
0
0
0
1
debt_consolidation
0.1236
300.48
11.350407
21.8
677
5,069
13,686
48.7
1
0
0
0
1
home_improvement
0.1141
658.67
12.834681
0.63
702
6,330.041667
6,921
0
2
0
0
0
1
debt_consolidation
0.1014
129.34
10.491274
7.07
697
1,560.041667
4,220
53.4
2
0
0
0
1
all_other
0.1393
170.72
11.184421
22.57
662
2,940
29,877
75.6
2
0
0
0
1
credit_card
0.133
101.52
10.470051
24.79
697
5,569
21,573
73.7
1
0
0
1
1
small_business
0.1078
365.51
11.289782
7.56
697
4,980.041667
18,316
81
1
1
0
1
1
small_business
0.0775
337.19
10.085809
10.1
782
5,400
1,458
18
1
0
0
0
1
debt_consolidation
0.092
382.72
10.596635
10.14
747
7,800.041667
3,179
11
1
0
1
0
1
debt_consolidation
0.0838
403.36
11.082143
7.26
757
5,580.041667
4,365
51.4
0
0
0
0
1
credit_card
0.0775
305.97
11.0021
9.2
797
6,270
209
1.9
0
0
0
0
1
debt_consolidation
0.133
676.78
10.819778
20.42
692
7,710
12,573
71.8
2
1
0
0
1
credit_card
0.1236
767.89
11.461632
16.07
702
2,580
806
10.3
2
0
0
1
1
debt_consolidation
0.1109
491.73
10.373491
4.8
697
3,480.041667
4,134
39.4
1
0
0
1
1
debt_consolidation
0.1172
496.22
11.09741
2.42
682
6,329.041667
0
0
1
0
0
0
1
credit_card
0.1078
228.45
11.149082
16.51
692
5,009.041667
22,157
98
0
0
0
0
1
debt_consolidation
0.1109
819.54
11.407565
17.11
722
6,539
54,925
97.8
0
0
0
0
1
credit_card
0.1078
261.08
11.264464
16.75
692
4,290.041667
50,908
37.1
0
2
0
0
1
credit_card
0.1078
81.59
11.580584
16.37
682
9,960.041667
16,164
80
1
0
0
0
1
debt_consolidation
0.1078
278.22
11.608236
18.58
702
7,230
14,046
80.3
0
0
0
1
1
debt_consolidation
0.0775
312.22
10.007848
5.24
792
5,010.041667
4,767
8.7
0
0
0
0
1
all_other
0.1141
59.28
11.198215
21.01
692
2,580
23,882
89.8
0
0
0
0
1
educational
0.0807
376.43
9.903488
8.88
782
8,160.041667
674
2.6
1
0
0
0
1
small_business
0.0983
804.69
11.184421
8.98
757
4,619.041667
56,842
14.4
6
0
0
0
1
home_improvement
0.1046
812.09
12.133841
1.88
727
10,199
19,948
77
2
0
0
0
1
home_improvement
0.1078
130.54
10.819778
15.5
687
8,369
10,979
37.2
0
2
0
0
1
debt_consolidation
0.1141
329.34
10.596635
15.93
692
3,539.041667
14,643
76.4
0
0
0
0
1
debt_consolidation
0.1172
99.25
10.918718
12.85
682
2,670.041667
15,680
89.6
1
0
0
0
1
debt_consolidation
0.1362
381.58
10.308953
19.52
667
4,412
16,670
71.7
0
0
0
0
1
debt_consolidation
0.1078
310.03
11.219896
8.22
697
3,707
2,624
48.6
1
0
0
0
1
debt_consolidation
0.0838
78.78
10.341742
10.61
722
7,089.041667
2,773
10.8
1
0
0
0
1
debt_consolidation
0.0951
608.72
11.141862
11.29
767
9,179
2,279
20.7
3
0
0
0
1
debt_consolidation
0.0983
386.25
11.264464
15.74
722
4,379
28,110
31.9
0
0
0
0
1
small_business
0.092
669.76
12.375815
2.7
792
9,029.041667
997
1.2
2
0
0
0
1
debt_consolidation
0.092
478.4
10.915088
12.28
747
7,380
2,787
2.3
1
0
0
0
1
all_other
0.0838
567.22
11.066638
5.25
772
3,540.041667
1,612
12.1
4
0
0
1
1
credit_card
0.1488
346.07
11.082143
23.89
672
7,260
10,214
65.1
1
2
1
0
1
debt_consolidation
0.1425
685.99
10.778956
2.1
672
3,870.041667
19,892
83.6
2
0
0
0
1
all_other
0.092
255.15
10.463103
1.03
727
1,230.041667
1,834
12.8
1
0
0
0
1
home_improvement
0.1204
498.51
12.216023
17.08
682
5,820
108,397
67.3
3
0
0
0
1
home_improvement
0.0775
124.89
11.082143
9.25
757
5,010.041667
3,348
5.3
0
0
0
0
1
all_other
0.0743
217.52
10.404263
10.04
772
3,630
983
2.1
1
0
0
0
1
all_other
0.0983
241.41
11.066638
0.58
712
5,430
603
30.1
0
1
0
0
1
debt_consolidation
0.133
406.07
10.816834
24.22
692
6,509
13,662
60.7
0
1
0
0
1
debt_consolidation
0.06
467.45
11.042922
15.28
687
4,652.041667
26,044
34.5
3
0
0
0
1
credit_card
0.0983
386.25
10.126631
16.75
732
4,918.041667
16,212
50.7
0
0
0
0
1
debt_consolidation
0.0983
257.5
10.491274
21.33
762
6,300.041667
8,516
11.1
0
0
0
0
1
credit_card
0.0807
62.74
10.308953
3.68
732
2,580
3,953
15.9
0
0
0
0
1
major_purchase
0.092
223.26
11.385092
13.28
727
5,836
12,672
21
3
3
0
0
1
debt_consolidation
0.0951
320.38
10.851277
9.6
717
1,469
1,346
23.2
2
0
0
0
1
debt_consolidation
0.092
318.93
10.714418
4.88
732
4,079
12,425
94.2
0
0
0
0
1
debt_consolidation
0.1393
527.52
10.645425
19.71
667
2,490
12,032
87.2
3
0
1
1
1
credit_card
0.0775
327.83
10.9578
12.86
802
5,490
14,377
10.2
0
0
0
0
1
all_other
0.0951
640.76
11.289782
0.22
767
8,476
464
18.6
8
0
0
1
1
debt_consolidation
0.1172
196.84
10.47523
15.38
697
1,709.041667
10,900
42.4
3
0
0
0
1
debt_consolidation
0.1046
42.23
10.757903
18.15
707
2,309.041667
7,006
48
1
0
1
0
1
debt_consolidation
0.0983
136
10.778956
11.93
717
6,329.041667
19,708
37.1
0
1
0
0
1
debt_consolidation
0.1267
182.77
11.21182
11.25
707
8,100
30,949
54.3
0
0
0
0
1
debt_consolidation
0.1046
194.91
10.545341
13.42
697
4,080
6,101
36.8
3
0
0
0
1
all_other
0.0832
94.46
10.126631
1.54
727
2,010.041667
1,235
28.7
0
0
0
0
1
debt_consolidation
0.1261
450.67
10.463103
19.71
692
3,030.041667
18,028
88.4
1
0
0
0
1
debt_consolidation
0.0945
387.32
10.896739
11.02
742
3,285
8,828
54.8
5
0
0
0
1
debt_consolidation
0.0863
47.45
9.772467
9.37
722
5,099
6,033
31.1
1
0
0
0
1
credit_card
0.0832
201.5
10.819778
13.99
752
5,040.041667
64,885
39.6
0
0
0
0
1
debt_consolidation
0.1324
405.72
11.314475
15.12
672
5,760.041667
27,905
81.8
1
2
0
0
1
debt_consolidation
0.1197
336.98
11.408631
6.61
692
9,570
14,081
73.7
0
0
1
0
1
all_other
0.0945
333.7
11.0021
6.02
787
10,860
426
0.7
0
0
0
1
1
debt_consolidation
0.1387
655
11.285222
7.16
672
12,554.04167
12,301
56.4
1
0
0
0
1
all_other
0.0863
101.21
9.798127
14.38
722
1,530
0
0
0
0
0
0
1
small_business
0.0976
533.77
9.903488
4.68
737
3,408.041667
2,248
11.6
0
0
0
0
1
all_other
0.1071
16.31
8.975129
3.04
682
6,929
44
3.7
2
1
0
0
1
small_business
0.1008
807.62
10.518673
8.53
767
3,346
2,296
7.6
3
0
0
0
1
debt_consolidation
0.1292
347.5
11.156251
9.05
702
4,530.041667
16,264
90.6
3
0
0
1
1
all_other
0.1039
194.71
10.668955
17.47
702
3,540.041667
12,758
40.4
0
0
0
0
1
all_other
0.08
188.02
10.778956
14.08
792
4,890.041667
2,573
16.3
1
0
0
0
1
debt_consolidation
0.0976
237.95
11.141862
12.57
762
3,420.041667
15,176
31.6
0
0
0
0
1
debt_consolidation
0.1008
148.61
10.645425
5.91
727
4,680
7,239
16.3
2
0
0
0
1
credit_card
0.0863
189.77
10.571317
11.2
722
2,670.041667
11,217
52.9
3
0
0
0
1
debt_consolidation
0.1008
84
10.23996
14.57
702
2,490
12,979
31
0
0
0
0
1
all_other
0.0976
192.93
12.206073
4.84
707
5,760.041667
21,894
0
2
0
0
0
1
all_other
0.1197
431.6
11.326596
3.92
682
3,479.041667
4,933
15.1
2
0
0
0
1
debt_consolidation
0.1071
339.06
10.354563
4.74
722
1,290.041667
6,206
35.3
0
0
0
0
1
debt_consolidation
0.0976
225.09
10.225571
17.78
717
1,830
16,326
48.6
2
0
0
0
1
debt_consolidation
0.1039
243.38
10.714418
5.57
707
4,140.041667
33
0.3
0
0
0
0
1
debt_consolidation
0.0737
24.84
10.463103
7.65
777
4,620.041667
19,901
29.8
0
0
0
0
1
credit_card
0.08
90.88
9.852194
6.32
737
2,981
4,385
24
0
0
0
0
1
debt_consolidation
0.1355
589.2
10.691945
18.52
677
4,800
18,966
70.5
2
0
0
0
1
home_improvement
0.0945
96.03
11.225243
1.49
712
6,220
8,788
39.2
0
0
1
0
1
all_other
0.1071
48.91
10.645425
18.14
697
3,091.041667
1,276
63.8
1
0
0
0
1
debt_consolidation
0.1229
200.12
10.491274
14.77
672
4,830
22,635
45.5
0
0
0
0
1
credit_card
0.0768
199.61
11.526828
0.83
777
8,370
1,715
8.2
1
0
0
0