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Age
int64
20
70
Employment_Type
stringclasses
4 values
Annual_Income
int64
0
310k
Credit_Score
int64
300
850
Loan_Amount
int64
0
350k
Loan_Term_Months
int64
12
120
Loan_Purpose
stringclasses
6 values
Debt_to_Income_Ratio
float64
0
0.8
Loan_Status
stringclasses
2 values
50
Salaried
110,000
780
35,000
72
Debt_Consolidation
0.22
Approved
27
Self-Employed
35,000
560
20,000
48
Debt_Consolidation
0.62
Denied
51
Self-Employed
210,000
810
80,000
120
Business
0.25
Approved
20
Student
8,000
570
5,000
24
Education
0.45
Denied
38
Salaried
92,000
710
22,000
48
Debt_Consolidation
0.29
Approved
56
Unemployed
10,000
680
10,000
48
Other
0.75
Denied
44
Salaried
115,000
725
35,000
48
Debt_Consolidation
0.26
Approved
60
Self-Employed
170,000
825
90,000
120
Business
0.17
Approved
37
Self-Employed
55,000
610
10,000
36
Other
0.52
Denied
27
Unemployed
5,000
520
1,000
12
Other
0.68
Denied
45
Salaried
80,000
740
35,000
72
Debt_Consolidation
0.26
Approved
31
Self-Employed
130,000
790
90,000
108
Business
0.21
Approved
32
Salaried
95,000
760
68,000
96
Debt_Consolidation
0.22
Approved
24
Student
25,000
630
10,000
36
Education
0.29
Approved
39
Salaried
70,000
700
20,000
60
Medical
0.28
Approved
58
Self-Employed
125,876
810
62,938
84
Business
0.19
Approved
68
Salaried
145,000
840
120,000
120
Business
0.11
Approved
63
Unemployed
7,000
510
2,500
36
Other
0.62
Denied
69
Salaried
110,000
630
40,000
72
Home_Improvement
0.47
Denied
21
Student
18,000
560
4,000
24
Education
0.58
Denied
28
Self-Employed
45,000
620
15,000
48
Business
0.55
Denied
67
Self-Employed
210,000
835
70,000
120
Business
0.08
Approved
38
Self-Employed
70,000
680
25,000
60
Other
0.37
Approved
49
Self-Employed
105,000
780
80,000
84
Home_Improvement
0.14
Approved
38
Salaried
92,000
710
25,000
36
Home_Improvement
0.28
Approved
54
Salaried
125,000
830
70,000
108
Business
0.11
Approved
27
Salaried
48,000
640
15,000
36
Medical
0.33
Denied
36
Salaried
85,000
720
35,000
60
Home_Improvement
0.28
Approved
22
Unemployed
500
450
2,500
12
Other
0.7
Denied
68
Unemployed
500
350
500
12
Medical
0.75
Denied
38
Salaried
123,689
761
64,380
108
Home_Improvement
0.31
Approved
34
Salaried
72,000
700
10,000
24
Other
0.23
Approved
61
Salaried
92,000
800
30,000
36
Medical
0.14
Approved
50
Salaried
93,000
750
40,000
72
Home_Improvement
0.21
Approved
22
Student
7,000
480
2,000
12
Other
0.63
Denied
32
Self-Employed
67,000
700
18,000
48
Business
0.34
Denied
28
Student
14,000
570
3,000
24
Education
0.39
Denied
40
Salaried
70,000
700
28,000
60
Debt_Consolidation
0.35
Approved
58
Self-Employed
120,000
730
24,000
105
Business
0.23
Approved
20
Student
16,000
685
10,000
48
Education
0.28
Approved
42
Salaried
120,000
780
95,000
108
Home_Improvement
0.19
Approved
46
Salaried
160,000
800
55,000
96
Home_Improvement
0.14
Approved
33
Student
5,000
550
5,000
24
Other
0.62
Denied
22
Student
7,000
560
2,500
12
Other
0.48
Denied
58
Salaried
112,000
775
37,000
96
Debt_Consolidation
0.19
Approved
21
Unemployed
0
500
6,000
24
Medical
0.77
Denied
33
Unemployed
0
300
500
12
Other
0.79
Denied
68
Salaried
115,000
770
20,000
24
Medical
0.17
Approved
67
Self-Employed
180,000
820
60,000
108
Business
0.12
Approved
22
Unemployed
0
510
7,000
24
Medical
0.78
Denied
47
Self-Employed
45,103
682
10,935
36
Business
0.34
Approved
60
Salaried
115,000
765
25,000
24
Other
0.15
Approved
23
Student
6,000
600
2,500
12
Education
0.22
Approved
40
Salaried
99,000
660
49,000
72
Home_Improvement
0.5
Denied
50
Self-Employed
76,000
720
23,000
72
Home_Improvement
0.27
Approved
32
Self-Employed
62,000
680
15,000
48
Debt_Consolidation
0.35
Approved
54
Self-Employed
160,000
805
65,000
120
Home_Improvement
0.14
Approved
63
Salaried
130,000
840
70,000
120
Home_Improvement
0.19
Approved
30
Salaried
50,000
685
10,000
36
Other
0.22
Approved
27
Salaried
55,000
630
12,000
48
Education
0.38
Approved
41
Salaried
80,000
715
40,000
96
Debt_Consolidation
0.35
Approved
49
Self-Employed
155,000
780
60,000
84
Business
0.26
Approved
30
Self-Employed
90,000
740
30,000
72
Home_Improvement
0.25
Approved
39
Salaried
70,000
705
18,000
60
Home_Improvement
0.25
Approved
49
Self-Employed
80,000
670
40,000
72
Business
0.36
Approved
38
Self-Employed
38,000
640
20,000
60
Business
0.46
Denied
46
Salaried
98,000
750
28,000
72
Medical
0.26
Approved
55
Self-Employed
40,000
560
20,000
48
Medical
0.53
Denied
28
Unemployed
987
390
4,935
18
Other
0.79
Denied
49
Self-Employed
75,000
720
23,000
72
Home_Improvement
0.27
Approved
66
Self-Employed
30,000
580
8,000
36
Medical
0.6
Denied
38
Salaried
85,000
760
25,500
84
Home_Improvement
0.25
Approved
28
Salaried
45,000
620
12,000
48
Education
0.35
Approved
37
Salaried
88,000
730
28,000
60
Home_Improvement
0.25
Approved
25
Student
12,000
580
3,000
12
Debt_Consolidation
0.5
Denied
35
Self-Employed
80,000
690
55,000
72
Business
0.31
Approved
34
Self-Employed
80,000
700
35,000
72
Home_Improvement
0.34
Approved
59
Self-Employed
95,000
780
45,000
84
Home_Improvement
0.2
Approved
26
Self-Employed
62,000
680
20,000
48
Other
0.35
Approved
43
Self-Employed
77,000
730
21,000
48
Home_Improvement
0.28
Approved
35
Salaried
120,000
790
40,000
48
Debt_Consolidation
0.21
Approved
24
Student
0
660
5,000
24
Education
0
Denied
28
Student
15,000
610
4,500
48
Education
0.42
Approved
54
Self-Employed
50,000
670
8,000
36
Debt_Consolidation
0.36
Approved
55
Self-Employed
110,000
780
85,000
84
Business
0.18
Approved
68
Salaried
78,000
730
20,000
72
Other
0.24
Approved
33
Self-Employed
50,000
570
28,000
60
Other
0.53
Denied
52
Salaried
99,000
770
32,000
72
Debt_Consolidation
0.22
Approved
40
Self-Employed
55,000
640
25,000
48
Other
0.46
Denied
65
Self-Employed
88,000
640
60,000
120
Home_Improvement
0.41
Denied
23
Salaried
38,000
660
10,000
36
Other
0.45
Denied
28
Unemployed
0
320
600
12
Other
0.8
Denied
67
Self-Employed
115,000
780
65,000
96
Home_Improvement
0.2
Approved
35
Salaried
68,000
700
18,000
48
Home_Improvement
0.3
Approved
60
Salaried
130,000
800
60,000
120
Business
0.12
Approved
62
Salaried
78,000
710
23,000
54
Education
0.29
Approved
41
Unemployed
0
380
100
12
Other
0.8
Denied
20
Student
8,000
660
6,000
48
Education
0.15
Approved
34
Self-Employed
42,000
590
14,000
36
Home_Improvement
0.51
Denied
41
Salaried
60,000
660
18,000
48
Other
0.41
Approved
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