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