Credit_History
int64
0
1
CoapplicantIncome
float64
0
41.7k
Gender
stringclasses
3 values
Self_Employed
stringclasses
3 values
Loan_Status
stringclasses
2 values
Education
stringclasses
2 values
Dependents
stringclasses
5 values
Loan_ID
stringlengths
8
8
LoanAmount
int64
9
700
ApplicantIncome
int64
150
81k
Married
stringclasses
3 values
Property_Area
stringclasses
3 values
Loan_Amount_Term
int64
12
480
1
3,263
Male
No
Y
Not Graduate
2
LP001345
133
4,288
Yes
Urban
180
1
3,806
Male
No
Y
Graduate
0
LP001349
151
4,843
No
Semiurban
360
1
0
Male
No
Y
Graduate
LP001350
null
13,650
Yes
Urban
360
1
3,583
Male
No
Y
Graduate
0
LP001356
null
4,652
Yes
Semiurban
360
1
754
Male
No
Y
Graduate
LP001357
160
3,816
Urban
360
1
1,030
Male
No
Y
Graduate
1
LP001367
100
3,052
Yes
Urban
360
1
1,126
Male
No
Y
Graduate
2
LP001369
225
11,417
Yes
Urban
360
1
0
Male
N
Not Graduate
0
LP001370
120
7,333
No
Rural
360
0
3,600
Male
No
N
Graduate
2
LP001379
216
3,800
Yes
Urban
360
1
754
Male
No
Y
Not Graduate
3+
LP001384
94
2,071
Yes
Semiurban
480
1
0
Male
No
Y
Graduate
0
LP001385
136
5,316
No
Urban
360
1
2,333
Female
Y
Graduate
0
LP001387
139
2,929
Yes
Semiurban
360
0
4,114
Male
No
N
Not Graduate
0
LP001391
152
3,572
Yes
Rural
null
1
0
Female
Yes
Y
Graduate
1
LP001392
null
7,451
No
Semiurban
360
1
0
Male
Y
Graduate
0
LP001398
118
5,050
No
Semiurban
360
1
0
Male
No
Y
Graduate
1
LP001401
185
14,583
Yes
Rural
180
1
2,283
Female
No
Y
Graduate
0
LP001404
154
3,167
Yes
Semiurban
360
null
1,398
Male
No
Y
Graduate
1
LP001405
85
2,214
Yes
Urban
360
1
2,142
Male
No
N
Graduate
0
LP001421
175
5,568
Yes
Rural
360
1
0
Female
No
Y
Graduate
0
LP001422
259
10,408
No
Urban
360
1
2,667
Male
No
Y
Graduate
LP001426
180
5,667
Yes
Rural
360
1
0
Female
No
Y
Graduate
0
LP001430
44
4,166
No
Semiurban
360
0
8,980
Female
No
Y
Graduate
0
LP001431
137
2,137
No
Semiurban
360
1
0
Male
No
Y
Graduate
2
LP001432
81
2,957
Yes
Semiurban
360
1
2,014
Male
No
Y
Not Graduate
0
LP001439
194
4,300
Yes
Rural
360
null
0
Female
No
Y
Graduate
0
LP001443
93
3,692
No
Rural
360
1
0
No
Y
Graduate
3+
LP001448
370
23,803
Yes
Rural
360
1
1,640
Male
No
Y
Graduate
0
LP001449
null
3,865
No
Rural
360
0
3,850
Male
Yes
N
Graduate
1
LP001451
160
10,513
Yes
Urban
180
null
2,569
Male
No
N
Graduate
0
LP001465
182
6,080
Yes
Rural
360
null
0
Male
Yes
Y
Graduate
0
LP001469
650
20,166
No
Urban
480
1
1,929
Male
No
Y
Graduate
0
LP001473
74
2,014
No
Urban
360
1
0
Male
No
Y
Graduate
0
LP001478
70
2,718
No
Semiurban
360
1
0
Male
Yes
Y
Graduate
0
LP001482
25
3,459
Yes
Semiurban
120
1
0
Male
No
Y
Graduate
0
LP001487
102
4,895
No
Semiurban
360
1
7,750
Male
No
N
Graduate
3+
LP001488
290
4,000
Yes
Semiurban
360
1
0
Female
No
N
Graduate
0
LP001489
84
4,583
Yes
Rural
360
1
3,500
Male
Yes
Y
Graduate
2
LP001491
88
3,316
Yes
Urban
360
0
0
Male
No
N
Graduate
0
LP001492
242
14,999
No
Semiurban
360
1
1,430
Male
No
N
Not Graduate
2
LP001493
129
4,200
Yes
Rural
360
1
2,083
Male
No
N
Graduate
2
LP001497
185
5,042
Yes
Rural
360
1
0
Male
No
Y
Graduate
0
LP001498
168
5,417
No
Urban
360
1
0
Male
Yes
Y
Graduate
0
LP001504
175
6,950
No
Semiurban
180
1
2,034
Male
No
Y
Graduate
0
LP001507
122
2,698
Yes
Semiurban
360
1
0
Male
No
Y
Graduate
2
LP001508
187
11,757
Yes
Urban
180
1
4,486
Female
No
Y
Graduate
0
LP001514
100
2,330
Yes
Semiurban
360
1
0
Female
No
Y
Graduate
2
LP001516
70
14,866
Yes
Urban
360
1
1,425
Male
No
Y
Graduate
1
LP001518
30
1,538
Yes
Urban
360
1
1,666
Female
No
N
Graduate
0
LP001519
225
10,000
No
Rural
360
1
830
Male
No
Y
Graduate
0
LP001520
125
4,860
Yes
Semiurban
360
0
0
Male
No
N
Graduate
0
LP001528
118
6,277
No
Rural
360
1
3,750
Male
Yes
Y
Graduate
0
LP001529
152
2,577
Yes
Rural
360
1
0
Male
No
N
Graduate
0
LP001531
244
9,166
No
Urban
360
1
0
Male
No
N
Not Graduate
2
LP001532
113
2,281
Yes
Rural
360
1
0
Male
No
Y
Graduate
0
LP001535
50
3,254
No
Urban
360
0
0
Male
No
Y
Graduate
3+
LP001536
600
39,999
Yes
Semiurban
180
null
0
Male
No
Y
Graduate
1
LP001541
160
6,000
Yes
Rural
360
1
0
Male
No
Y
Graduate
1
LP001543
187
9,538
Yes
Urban
360
1
2,083
Male
Y
Graduate
0
LP001546
120
2,980
No
Rural
360
1
5,625
Male
No
Y
Graduate
0
LP001552
255
4,583
Yes
Semiurban
360
1
1,041
Male
No
Y
Not Graduate
0
LP001560
98
1,863
Yes
Semiurban
360
1
0
Male
No
N
Graduate
0
LP001562
275
7,933
Yes
Urban
360
0
1,280
Male
No
N
Graduate
1
LP001565
121
3,089
Yes
Semiurban
360
1
1,447
Male
No
Y
Graduate
2
LP001570
158
4,167
Yes
Rural
360
1
0
Male
No
Y
Graduate
0
LP001572
75
9,323
Yes
Urban
180
1
3,166
Male
No
Y
Graduate
0
LP001574
182
3,707
Yes
Rural
null
1
0
Female
No
N
Graduate
0
LP001577
112
4,583
Yes
Rural
360
1
3,333
Male
No
Y
Graduate
0
LP001578
129
2,439
Yes
Rural
360
0
0
Male
No
N
Graduate
0
LP001579
63
2,237
No
Semiurban
480
1
0
Male
No
Y
Graduate
2
LP001580
200
8,000
Yes
Semiurban
360
1
1,769
Male
Y
Not Graduate
0
LP001581
95
1,820
Yes
Rural
360
1
0
No
Y
Graduate
3+
LP001585
700
51,763
Yes
Urban
300
1
0
Male
No
N
Not Graduate
3+
LP001586
81
3,522
Yes
Rural
180
1
5,625
Male
No
Y
Graduate
0
LP001594
187
5,708
Yes
Semiurban
360
1
736
Male
Yes
N
Not Graduate
0
LP001603
87
4,344
Yes
Semiurban
360
1
1,964
Male
No
Y
Graduate
0
LP001606
116
3,497
Yes
Rural
360
1
1,619
Male
No
Y
Graduate
2
LP001608
101
2,045
Yes
Rural
360
0
11,300
Male
No
N
Graduate
3+
LP001610
495
5,516
Yes
Semiurban
360
1
0
Male
No
Y
Graduate
1
LP001616
116
3,750
Yes
Semiurban
360
0
1,451
Male
No
N
Not Graduate
0
LP001630
102
2,333
No
Urban
480
0
7,250
Male
No
N
Graduate
1
LP001633
180
6,400
Yes
Urban
360
null
5,063
Male
No
N
Graduate
0
LP001634
67
1,916
No
Rural
360
1
0
Male
No
Y
Graduate
0
LP001636
73
4,600
Yes
Semiurban
180
1
0
Male
No
N
Graduate
1
LP001637
260
33,846
Yes
Semiurban
360
1
0
Female
No
Y
Graduate
0
LP001639
108
3,625
Yes
Semiurban
360
1
4,750
Male
Yes
Y
Graduate
0
LP001640
120
39,147
Yes
Semiurban
360
0
0
Male
Yes
N
Graduate
1
LP001641
66
2,178
Yes
Rural
300
null
2,138
Male
No
Y
Graduate
0
LP001643
58
2,383
Yes
Rural
360
1
5,296
Yes
Y
Graduate
0
LP001644
168
674
Yes
Rural
360
1
0
Male
No
Y
Graduate
0
LP001647
188
9,328
Yes
Rural
180
1
0
Male
No
Y
Not Graduate
0
LP001653
48
4,885
No
Rural
360
1
0
Male
No
N
Graduate
0
LP001656
164
12,000
No
Semiurban
360
1
0
Male
No
N
Not Graduate
0
LP001657
160
6,033
Yes
Urban
360
1
0
Male
No
Y
Graduate
0
LP001658
76
3,858
No
Semiurban
360
1
0
Male
No
Y
Graduate
0
LP001664
120
4,191
No
Rural
360
1
2,583
Male
No
N
Graduate
1
LP001665
170
3,125
Yes
Semiurban
360
1
3,750
Male
No
Y
Graduate
0
LP001666
187
8,333
No
Rural
360
1
2,365
Female
No
Y
Not Graduate
0
LP001669
120
1,907
No
Urban
null
null
2,816
Female
No
Y
Graduate
0
LP001671
113
3,416
Yes
Semiurban
360
1
0
Male
Yes
N
Graduate
0
LP001673
83
11,000
No
Urban
360