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credit-risk-datasets

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loan_amnt
int64
term
float64
int_rate
float64
installment
float64
grade
int64
sub_grade
int64
emp_length
float64
home_ownership
int64
annual_inc
float64
verification_status
int64
purpose
int64
dti
float64
delinq_2yrs
float64
inq_last_6mths
float64
open_acc
float64
pub_rec
float64
revol_bal
int64
revol_util
float64
total_acc
float64
default
int64
20,000
36
13.67
680.36
2
13
null
5
36,340
2
2
20.9
0
0
4
0
8,480
67.8
14
0
5,000
36
10.91
163.49
1
8
3
1
48,490
1
2
20.07
0
0
5
0
5,086
41.3
17
0
16,800
60
9.17
350.13
1
6
5
5
63,000
1
2
24.99
0
0
17
2
5,625
28.8
45
0
12,000
36
6.62
368.45
0
1
0
5
150,000
1
1
2.4
0
1
4
0
3,226
6.7
5
0
1,500
36
16.29
52.96
3
15
null
1
83,000
0
9
14.16
0
0
14
0
9,771
34.2
31
0
20,000
36
10.42
649.3
1
7
10
5
139,000
1
1
18.55
1
0
10
0
47,806
75.8
26
0
4,800
36
7.9
150.2
0
3
2
5
55,200
1
9
10.17
0
4
9
0
2,245
8.8
22
0
20,400
60
10.99
443.45
1
8
4
5
50,000
2
1
28.59
0
1
19
0
25,395
54.4
30
0
16,000
36
7.35
496.6
0
3
10
1
90,000
0
2
10.52
0
0
8
0
3,176
15.3
10
0
34,300
60
18.2
874.74
4
20
10
1
78,000
1
2
19.75
0
2
18
0
34,076
59.3
44
0
12,000
36
13.98
410.02
2
12
0
1
78,000
1
9
18.62
2
0
9
0
3,157
43.8
22
0
8,000
36
11.44
263.58
1
8
7
1
68,000
1
9
26.4
1
0
12
0
13,436
63.1
22
0
26,000
36
13.99
888.5
2
13
10
1
82,000
2
9
26.06
1
1
18
0
49,624
49
46
0
6,500
36
7.21
201.33
0
2
null
1
60,000
0
1
2.33
0
0
7
0
4,617
18
9
1
10,000
36
9.67
321.13
1
5
3
4
40,000
0
2
12.39
0
1
7
0
11,637
44.9
15
0
9,875
36
16.55
349.87
3
16
10
1
55,000
0
2
17.22
0
0
7
0
12,235
88
23
0
12,000
36
9.17
382.55
1
6
3
5
106,000
0
2
18.33
0
0
12
0
14,946
67.3
28
0
3,000
36
15.61
104.9
3
15
6
1
46,000
0
9
12.56
0
1
13
0
7,097
26.2
19
0
4,800
36
15.59
167.79
3
15
0
5
49,400
2
2
23.68
0
4
35
0
12,086
28.6
60
0
36,000
60
9.93
763.66
1
6
9
1
125,000
1
4
13.11
0
2
12
1
4,662
11.2
23
0
6,000
36
7.9
187.75
0
3
0
5
47,500
1
8
14.35
0
0
7
0
4,152
55.4
13
0
6,000
36
14.27
205.86
2
11
9
5
55,000
2
2
24.55
0
0
19
0
7,891
80.5
43
0
6,000
36
7.99
188
0
3
0
1
112,500
2
2
13.87
0
1
13
0
7,021
29
47
0
15,000
36
12.99
505.34
2
11
4
4
105,000
2
1
27.8
0
0
19
0
33,213
72.8
33
1
13,375
36
11.06
438.27
1
7
10
1
72,000
2
2
20.9
0
0
16
0
9,307
46.3
22
0
4,000
36
14.99
138.65
2
14
2
5
42,000
0
2
26.31
0
2
12
0
7,047
35.1
20
0
10,000
36
14.09
342.22
1
9
3
4
45,000
0
2
21.55
0
1
21
0
26,019
71.5
33
0
11,000
36
24.11
432.2
5
26
0
5
60,000
2
2
24.48
0
0
22
0
12,251
79
56
0
7,500
36
13.99
256.3
2
13
2
5
20,000
1
1
25.63
0
3
10
0
7,862
49.4
11
0
8,050
36
13.66
273.81
2
12
10
5
77,000
2
0
36.63
0
0
13
0
32,707
67.8
26
0
9,750
36
12.12
324.4
1
7
10
5
30,000
0
2
26.8
0
0
9
0
8,187
73.1
14
0
12,000
36
7.9
375.49
0
3
2
5
62,000
2
1
20.79
0
0
18
0
24,607
52.4
30
0
35,000
36
9.17
1,115.77
1
6
8
5
114,000
2
1
13.48
0
0
9
0
50,547
84.8
13
0
8,400
36
20.99
316.43
4
24
9
1
35,000
1
4
21.6
0
1
10
0
12,633
63.8
24
1
12,000
36
7.9
375.49
0
3
3
1
78,507
0
2
13.91
0
1
15
0
18,424
39.2
42
0
17,000
36
8.24
534.61
1
5
3
5
115,000
0
1
6.38
1
0
10
0
15,277
38.8
23
0
3,000
36
9.99
96.79
1
7
8
1
70,000
0
9
3.54
0
0
6
0
4,234
38.5
15
0
8,000
36
5.32
240.92
0
0
10
1
105,000
0
2
5.25
0
1
8
0
5,500
37.7
16
0
20,000
60
14.99
475.7
2
14
10
5
120,000
1
1
4.36
0
0
5
0
14,415
97.4
37
0
7,750
36
18.49
282.09
3
16
1
5
45,500
0
2
23.45
1
0
10
0
2,508
48.2
16
0
12,000
60
15.61
289.34
3
15
1
5
51,000
1
2
26.35
3
0
19
0
11,907
70
45
0
10,000
36
6.03
304.36
0
0
6
1
50,000
0
4
15.43
0
1
7
0
2,753
7.4
29
0
12,250
60
19.2
319.13
3
17
10
4
54,000
2
1
33.93
0
2
16
0
21,647
60
35
1
25,000
36
15.1
867.86
2
11
10
1
89,200
2
2
23.01
1
0
21
0
28,534
73.5
45
0
10,000
60
29.99
323.48
5
27
10
5
46,000
2
1
28.12
0
1
26
0
9,291
29.1
54
1
9,600
36
13.33
324.99
2
12
6
5
30,000
1
9
27.81
0
0
4
0
3,613
34.4
7
0
25,000
36
7.89
782.15
0
4
4
1
210,000
1
4
18.31
0
2
15
0
39,440
63
30
1
8,000
36
5.99
243.34
0
1
3
1
65,000
1
2
14.47
0
0
9
0
16,249
24.3
20
0
8,000
36
11.47
263.7
1
9
1
1
50,000
0
2
33.39
1
0
34
0
19,401
27.4
55
0
23,250
36
11.44
766.03
1
8
10
1
80,000
2
2
26.91
0
0
12
0
23,119
65.1
22
0
14,000
36
14.33
480.74
2
10
8
1
49,000
0
2
25.38
0
0
12
1
16,115
56.9
21
0
16,750
36
16.29
591.29
3
16
0
5
40,000
1
1
13.8
0
2
8
0
9,066
64.8
12
0
21,000
60
14.31
492.02
2
13
10
1
167,500
1
2
13.57
0
0
19
1
10,475
44.6
39
1
33,000
36
11.14
1,082.57
1
6
5
1
175,192
2
1
20.62
0
1
10
0
39,212
86.8
38
0
5,000
36
12.99
168.45
1
8
0
5
45,000
1
1
19.39
0
0
11
0
6,283
51.1
22
0
3,000
36
14.31
102.99
2
13
5
5
36,000
0
1
17.67
0
0
9
1
2,321
35.2
28
0
6,000
36
18.99
219.91
3
17
9
1
106,000
1
4
28.08
0
0
22
0
20,613
45.3
36
0
11,000
60
15.61
265.23
3
15
0
5
57,500
1
8
2.38
0
2
22
0
6,065
16.8
29
0
25,000
60
18.25
638.25
3
19
6
1
92,604
1
2
18.84
1
2
20
0
27,681
47.4
57
0
20,000
60
16.55
492.23
3
16
10
5
55,000
1
2
26.45
0
0
21
0
23,937
57.4
34
1
16,000
36
11.99
531.36
2
10
10
1
80,000
2
1
20.69
0
0
15
0
19,875
32.4
37
1
7,000
36
14.99
242.63
2
14
3
5
52,000
1
2
37.25
0
1
13
0
21,752
59.3
19
0
10,000
60
12.99
227.48
2
10
10
1
85,000
2
1
22.31
0
1
19
0
49,227
83.6
35
0
7,800
36
7.89
244.03
0
4
null
1
44,000
2
4
18.9
2
0
10
0
9,132
27.6
42
0
10,000
36
7.9
312.91
0
3
3
1
50,000
0
1
10.92
0
0
12
0
10,178
38.7
26
0
10,000
60
11.99
222.4
1
7
10
1
138,000
1
2
9.15
0
0
7
0
11,235
82
20
0
8,000
36
9.44
256.04
1
5
10
5
50,000
1
2
31.04
0
1
9
0
5,380
20.9
26
0
31,900
60
17.57
802.61
3
18
1
5
63,800
1
2
26.74
0
0
11
0
34,235
73.6
25
0
7,000
36
8.67
221.53
1
5
0
1
40,000
1
1
28.83
0
1
15
0
6,520
29.9
23
0
8,000
36
13.58
271.8
2
11
6
5
58,025.05
2
2
18.04
0
1
15
0
6,696
19.5
47
0
16,000
60
17.1
398.51
2
14
8
5
36,125
2
1
33.78
0
0
19
0
24,117
73.5
28
0
20,000
36
11.22
656.86
1
9
4
4
150,000
1
2
6.18
0
0
11
0
17,986
37.5
24
1
30,000
60
18.2
765.08
4
20
10
1
135,000
1
2
20.48
0
2
9
0
26,971
68.8
24
0
24,000
36
6.62
736.89
0
1
5
5
72,496.98
0
2
18.99
0
1
9
0
44,075
17.8
23
0
16,000
36
10.49
519.97
1
6
6
5
100,000
1
2
15.83
2
4
20
0
18,890
47
54
0
4,200
36
7.29
130.25
0
3
10
1
61,000
1
4
18.15
0
0
16
0
23,464
68
30
0
5,925
36
11.14
194.37
1
6
1
1
64,000
0
4
22.76
0
2
19
0
5,992
18.7
29
0
14,000
60
8.19
285.15
0
4
4
4
170,000
1
1
11.63
0
0
17
0
28,113
29.6
34
0
35,000
60
14.99
832.47
2
14
10
4
150,000
2
2
18.49
0
1
12
0
112,825
74.9
22
1
3,475
36
19.19
127.72
4
22
6
4
21,000
1
4
14.69
0
1
5
1
192
7.4
6
0
25,000
36
6.62
767.6
0
1
10
1
116,500
2
1
21
0
3
17
0
26,012
27.2
38
0
13,500
36
14.99
467.92
2
13
4
5
45,000
1
2
18.27
0
1
8
0
11,356
53.6
11
0
20,000
60
12.99
454.96
2
11
10
1
61,326
0
2
21.78
1
0
17
1
19,100
69.5
21
0
18,900
36
9.99
609.77
1
7
10
5
80,243
0
2
14.72
0
0
16
0
16,258
38
24
0
5,000
36
11.67
165.29
1
8
1
5
38,000
1
2
3.85
0
0
4
0
4,400
97.8
6
1
10,000
36
13.35
338.63
2
11
3
1
80,000
0
2
21.39
0
2
9
0
4,330
69.8
22
0
6,000
36
8.9
190.52
0
4
5
5
24,000
1
1
11.55
0
0
4
0
7,186
88.7
9
0
30,000
60
10.99
652.13
1
8
8
1
70,000
2
2
28.37
0
0
10
0
47,691
76.7
22
0
5,000
36
7.24
154.94
0
2
10
4
84,000
1
4
11.14
1
0
10
0
9,903
25.7
30
1
20,000
36
7.84
625.26
0
3
10
5
50,000
1
2
22.42
0
1
17
0
22,152
36.4
28
0
8,000
36
9.17
255.04
1
6
1
5
50,000
0
2
6.96
0
0
10
0
7,262
34.4
12
0
32,000
36
12.62
1,072.36
2
10
3
1
50,000
2
2
31.78
0
0
15
0
57,755
95.1
31
1
10,000
36
19.03
366.72
3
17
null
4
34,000
2
2
33.59
0
0
12
1
3,177
14.2
22
1
23,000
36
13.35
778.85
2
11
10
1
120,000
2
2
14.98
2
2
15
3
9,443
81.4
34
0
8,000
36
19.05
293.46
3
18
null
5
40,000
2
2
2.83
0
0
4
0
2,832
34.5
6
1
15,250
36
15.1
529.4
2
11
5
1
50,000
1
4
21.51
0
1
10
0
4,011
61.7
21
1
22,500
36
8.24
707.57
1
5
3
4
45,000
0
1
16.7
0
1
11
0
26,334
41.3
21
0
12,000
36
7.89
375.43
0
4
1
4
95,000
2
2
14.24
6
0
12
0
7,897
78.2
33
1
15,000
36
12.74
503.54
2
10
3
1
69,777
2
2
8.29
0
0
20
1
8,351
29.6
28
0
12,000
36
8.99
381.55
1
5
10
1
85,000
1
2
26.13
0
2
16
0
8,223
37
27
1