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
all_other
0.1355
81.51
10.171987
22.94
662
479.958333
558
22.3
4
0
0
0
0
all_other
0.1261
75.39
11.66839
11.74
667
3,359.958333
210
70
11
1
0
0
0
all_other
0.1071
32.61
9.998798
14.7
687
3,119.958333
6,720
101.8
2
0
0
1
0
credit_card
0.1103
245.65
11.09741
6.38
692
3,630
23,192
85.6
4
0
0
0
0
credit_card
0.1134
213.85
11.429544
2.78
682
3,869.958333
32,776
65
4
0
0
0
0
debt_consolidation
0.1324
67.62
10.373491
6.94
652
3,180
2,324
12.9
1
2
2
0
0
all_other
0.1608
149.59
10.463218
26.36
667
6,960
6,644
35.9
12
0
0
0
0
debt_consolidation
0.1261
134.03
10.007848
23.02
702
1,050
2,740
21.1
6
0
0
0
0
all_other
0.1324
121.72
11.231623
9.14
657
3,180
3,453
53.1
0
0
0
0
0
major_purchase
0.1039
113.58
11.156251
12.86
692
3,839.958333
6,469
8.7
15
0
0
1
0
debt_consolidation
0.1197
199.2
10.778956
15.38
677
4,229.958333
4,956
40
4
0
0
0
0
home_improvement
0.1703
107.01
11.156251
25.03
657
7,950
43,878
94.8
0
0
0
0
0
educational
0.1261
67.02
11.95118
17.69
662
4,410
32,135
91.1
11
0
0
0
0
all_other
0.1355
61.13
10.950807
11.22
652
4,919.958333
4,334
98.5
4
0
0
0
0
debt_consolidation
0.1418
95.95
10.819778
8.5
642
3,839.958333
4,151
45.6
2
0
0
0
0
debt_consolidation
0.1286
252.2
10.422281
8.93
667
1,719
5,528
87.7
4
0
0
1
0
all_other
0.1482
186.72
10.778956
19.4
652
4,619.958333
21,093
85.1
3
1
0
1
0
all_other
0.08
141.02
10.166006
1.43
767
929.958333
1,057
23.5
0
0
0
0
0
major_purchase
0.1513
243.11
10.73631
18.91
652
2,729.958333
12,634
76.6
0
0
0
0
0
debt_consolidation
0.1197
194.22
11.608272
11.62
677
4,290
15,038
93.3
4
0
0
0
0
debt_consolidation
0.145
258.16
11.918391
26.27
697
5,070
91,148
95.4
2
0
0
0
0
debt_consolidation
0.1418
181.61
10.915016
10.04
657
5,100
3,729
70.4
3
0
0
0
0
educational
0.1349
42.42
9.798127
4.67
652
869.958333
1,157
0
1
0
0
1
0
credit_card
0.1103
245.65
10.714418
11.41
687
4,830
5,148
12.7
7
0
0
0
0
debt_consolidation
0.1418
102.8
9.998798
15.44
647
1,500
7,872
66.2
1
2
0
1
0
all_other
0.1159
231.14
11.066763
10.63
687
3,149.958333
5,260
24.2
10
0
0
1
0
debt_consolidation
0.1261
251.3
10.668955
11.72
667
1,020
1
0
0
0
0
0
0
all_other
0.1387
136.46
10.257659
10.21
647
3,660
1,485
74.2
5
0
1
0
0
credit_card
0.1545
261.65
10.915088
24.94
667
5,190
41,705
95.2
8
0
0
1
0
all_other
0.1001
242.04
11.736069
18.85
737
6,570
276,911
23.9
1
0
0
0
0
credit_card
0.1475
202.08
10.463218
25.09
687
1,977.958333
5,748
25.4
0
0
0
0
0
debt_consolidation
0.1222
193.26
10.153935
20.88
687
6,120
8,883
78.6
4
0
0
0
0
all_other
0.1854
145.7
11.0021
28.41
657
1,740
18,242
70.2
0
0
0
0
0
credit_card
0.1222
249.9
11.09741
12.11
677
5,070
5,319
106.4
0
0
0
0
0
all_other
0.1507
260.25
11.695247
14.84
652
7,260
21,881
82.5
2
4
0
1
0
all_other
0.0863
113.87
10.433998
0.71
717
599.958333
372
7.4
0
0
0
0
0
all_other
0.138
170.41
10.308953
17.88
657
509.958333
2,229
34.8
2
0
0
0
0
all_other
0.1317
81.07
9.851984
24.51
687
929.958333
0
0
0
0
0
1
0
all_other
0.1507
138.8
10.463103
17.47
642
3,660
1,085
77.5
3
0
0
0
0
all_other
0.1412
205.42
10.839581
9.01
657
5,219.958333
4,050
34.6
4
3
0
1
0
credit_card
0.1601
263.72
10.714418
22.83
652
3,539.958333
15,056
99.1
1
0
0
0
0
all_other
0.1507
86.75
10.043249
24.47
667
2,491
4,374
52.7
4
0
0
0
0
home_improvement
0.1665
266.1
10.819778
20.93
642
5,041
15,831
56.3
3
0
0
0
0
credit_card
0.1412
239.66
11.170435
6.24
657
2,490
8,558
80.7
3
0
0
0
0
credit_card
0.1064
244.27
10.596635
2.07
702
11,730
599
3.2
8
1
1
1
0
all_other
0.097
160.64
10.427979
7.24
717
1,050
2,208
15.7
3
0
0
0
0
credit_card
0.1254
150.63
10.915088
10.89
662
5,760
20,578
29.7
11
0
0
0
0
credit_card
0.1355
169.8
11.461632
7.79
657
1,964.958333
10,978
98.9
4
0
0
0
0
credit_card
0.1191
364.89
11.05673
13.9
687
2,339.958333
22,954
66
4
0
0
0
0
debt_consolidation
0.1538
306.7
10.448715
7.86
647
5,279.958333
7,424
73.7
1
0
0
0
0
debt_consolidation
0.157
245.07
10.308953
24.12
662
1,770
12,814
69.6
4
0
0
0
0
all_other
0.1191
116.1
11.608272
8.44
672
4,259.958333
390
32.5
4
0
0
0
0
debt_consolidation
0.157
235.44
10.448715
8.7
647
5,279.958333
16,690
91.2
4
0
0
1
0
credit_card
0.1696
534.5
12.122691
12.76
647
2,190
49,303
99.2
0
0
0
1
0
home_improvement
0.1191
497.58
11.082143
19.66
702
1,949.958333
24,985
49.6
5
0
0
0
0
all_other
0.1791
144.43
10.868568
29.9
662
3,119.958333
15,473
65.3
0
1
0
0
0
all_other
0.1064
35.83
9.547098
4.2
687
3,210
1,032
9.5
4
0
0
0
0
all_other
0.1696
503.32
10.714418
18.8
652
2,523
11,577
60.9
1
0
0
0
0
all_other
0.1538
174.26
10.778956
15.65
652
4,020
901
42.9
1
0
1
0
0
credit_card
0.0863
170.8
10.680516
10.18
742
2,399.958333
0
17.7
3
0
0
0
0
debt_consolidation
0.1886
274.39
11.314475
27.26
652
3,543.958333
22,515
95.8
3
0
0
0
0
debt_consolidation
0.157
262.57
10.870395
21.38
652
4,650
20,032
72.1
1
0
0
0
0
educational
0.157
157.55
10.656082
23.89
662
2,130
5,361
42.2
12
0
0
1
0
all_other
0.1412
140.37
11.184421
1.57
652
1,649.958333
3,842
27.4
3
2
0
0
0
credit_card
0.1601
281.3
11.407565
5.93
657
2,819.958333
50,545
54.6
0
0
0
0
0
all_other
0.1191
232.2
12.560244
4.33
682
2,250
20,205
1.2
6
0
0
1
0
all_other
0.1064
50.49
10.308953
15.6
697
6,389.958333
1,085
11.4
11
1
0
0
0
all_other
0.138
40.9
10.463103
26.19
707
2,100
10,975
57.2
4
0
0
0
0
credit_card
0.1412
134.38
11.255333
12.37
657
3,059.958333
11,162
40
3
0
0
0
0
educational
0.1412
71.9
10.645425
8.11
652
2,850
5,057
26.6
2
1
0
1
0
credit_card
0.1317
233.06
11.918391
8.6
697
7,919.958333
21,293
3.4
7
0
0
1
0
credit_card
0.1886
155.49
10.945544
27.6
667
4,259.958333
41,478
99.2
3
0
0
0
0
major_purchase
0.138
109.06
10.868568
17.44
652
3,930
5,070
64.2
1
3
0
0
0
debt_consolidation
0.1159
166.75
10.704502
8
687
5,309.958333
9,387
50.2
4
0
0
0
0
all_other
0.1096
111.25
10.232791
12.52
702
1,709.958333
3,999
21.5
4
0
0
0
0
debt_consolidation
0.1475
259.08
10.73422
17.73
652
5,001.958333
6,131
68.9
1
0
0
0
0
debt_consolidation
0.138
160.18
10.463103
11.28
667
3,512.958333
832
27.7
4
1
0
0
0
all_other
0.1507
152.68
11.0021
9.94
642
6,690
5,770
69.5
1
2
0
0
0
major_purchase
0.1317
183.24
10.645425
11.83
667
2,789.958333
0
0
4
0
0
0
0
educational
0.1854
109.28
10.691945
26.68
647
9,840
20,685
89.5
2
0
0
0
0
debt_consolidation
0.1411
266.99
10.596635
19.5
672
3,749.958333
3,780
16.2
4
0
0
0
0
debt_consolidation
0.1128
73.14
10.878047
16.78
702
5,160
31,412
52.8
5
0
0
0
0
all_other
0.1412
119.83
10.714418
10.19
657
3,210
9,771
86.4
4
0
0
0
0
credit_card
0.1759
269.61
10.896739
27.47
672
3,720
23,618
62.3
6
1
0
1
0
debt_consolidation
0.1507
41.64
10.591823
18.27
652
3,342
9,408
93.1
3
0
0
0
0
credit_card
0.138
170.41
11.251561
14.01
657
2,880
22,458
66.4
2
0
0
0
0
debt_consolidation
0.1601
263.72
11.512925
19.58
642
5,520
25,366
77.1
0
2
0
1
0
credit_card
0.1286
235.39
10.203592
26.62
792
6,050.958333
8,220
10.1
0
0
0
0
0
educational
0.138
61.35
9.852194
3.85
682
959.958333
1,279
85.3
0
0
0
0
0
all_other
0.1538
209.12
10.085809
11.5
657
8,070
8,686
90.5
0
1
0
0
0
home_improvement
0.157
227.56
11.867097
22.32
652
6,809.958333
63,685
82.1
1
1
0
0
0
credit_card
0.1886
245.13
10.714418
25.76
647
3,539.958333
31,939
82.7
4
0
0
0
0
debt_consolidation
0.1475
55.27
11.552146
16.97
652
3,929.958333
31,140
52.6
1
1
0
0
0
debt_consolidation
0.1696
223.6
11.289782
19.89
642
4,649.958333
16,012
44.2
6
1
0
0
0
home_improvement
0.1254
192.47
11.847396
10.85
687
4,619.958333
79,395
73.8
6
0
0
1
0
credit_card
0.1443
257.91
10.818177
17.67
657
3,690
10,221
70
1
0
1
0
0
credit_card
0.1317
185.77
11.018629
13.79
677
2,701
25,457
70.7
5
0
0
0
0
credit_card
0.1191
202.35
11.0021
21.82
712
3,274
32,573
65
4
0
0
1
0
all_other
0.1317
253.32
11.561716
1.03
677
3,660
3,607
44
4
0
0
1
0
debt_consolidation
0.1443
165.92
10.373491
28.76
727
3,240
11,285
46.6
0
0
0
0