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
0
0
Male
No
N
Not Graduate
2
LP002288
45
2,889
Yes
Urban
180
1
0
Male
No
N
Not Graduate
0
LP002296
65
2,755
No
Rural
300
1
20,000
Male
No
Y
Graduate
0
LP002297
103
2,500
No
Semiurban
360
1
0
Female
No
Y
Not Graduate
0
LP002300
53
1,963
No
Semiurban
360
1
0
Female
Yes
N
Graduate
0
LP002301
194
7,441
No
Rural
360
1
0
Female
No
Y
Graduate
0
LP002305
115
4,547
No
Semiurban
360
1
2,400
Male
No
Y
Not Graduate
0
LP002308
115
2,167
Yes
Urban
360
1
0
Female
No
Y
Not Graduate
0
LP002314
66
2,213
No
Rural
360
0
0
Male
No
N
Graduate
1
LP002315
152
8,300
Yes
Semiurban
300
0
0
Male
No
N
Graduate
3+
LP002317
360
81,000
Yes
Rural
360
1
0
Female
Yes
N
Not Graduate
1
LP002318
62
3,867
No
Semiurban
360
null
0
Male
Y
Graduate
0
LP002319
160
6,256
Yes
Urban
360
0
0
Male
No
N
Not Graduate
0
LP002328
218
6,096
Yes
Rural
360
1
2,033
Male
No
Y
Not Graduate
0
LP002332
110
2,253
Yes
Rural
360
0
3,237
Female
No
N
Not Graduate
0
LP002335
178
2,149
Yes
Semiurban
360
1
0
Female
No
Y
Graduate
0
LP002337
60
2,995
No
Urban
360
1
0
Female
No
N
Graduate
1
LP002341
160
2,600
No
Urban
360
1
20,000
Male
Yes
N
Graduate
2
LP002342
239
1,600
Yes
Urban
360
1
2,773
Male
No
Y
Graduate
0
LP002345
112
1,025
Yes
Rural
360
1
1,417
Male
No
Y
Graduate
0
LP002347
138
3,246
Yes
Semiurban
360
1
0
Male
No
Y
Graduate
0
LP002348
138
5,829
Yes
Rural
360
0
0
Female
No
N
Not Graduate
0
LP002357
80
2,720
No
Urban
null
1
1,719
Male
No
Y
Graduate
0
LP002361
100
1,820
Yes
Urban
360
0
1,667
Male
No
N
Graduate
1
LP002362
110
7,250
Yes
Urban
null
1
0
Male
No
Y
Graduate
0
LP002364
96
14,880
Yes
Semiurban
360
1
4,300
Male
No
Y
Graduate
0
LP002366
121
2,666
Yes
Rural
360
1
0
Female
No
N
Not Graduate
1
LP002367
81
4,606
No
Rural
360
1
0
Male
No
Y
Graduate
2
LP002368
133
5,935
Yes
Semiurban
360
1
16.120001
Male
No
Y
Graduate
0
LP002369
87
2,920
Yes
Rural
360
1
0
Male
No
Y
Not Graduate
0
LP002370
60
2,717
No
Urban
180
1
0
Female
Yes
Y
Graduate
1
LP002377
150
8,624
No
Semiurban
360
0
0
Male
No
N
Graduate
0
LP002379
105
6,500
No
Rural
360
1
0
Male
Y
Graduate
0
LP002386
405
12,876
No
Semiurban
360
1
2,340
Male
No
Y
Graduate
0
LP002387
143
2,425
Yes
Semiurban
360
1
0
Male
No
Y
Graduate
0
LP002390
100
3,750
No
Urban
360
1
0
Female
No
Y
Graduate
LP002393
null
10,047
Semiurban
240
1
1,851
Male
No
Y
Graduate
0
LP002398
50
1,926
No
Semiurban
360
1
1,125
Male
No
Y
Graduate
0
LP002401
null
2,213
Yes
Urban
360
0
0
Male
Yes
N
Graduate
0
LP002403
187
10,416
No
Urban
360
1
0
Female
Yes
Y
Not Graduate
0
LP002407
138
7,142
Yes
Rural
360
1
5,064
Male
No
Y
Graduate
0
LP002408
187
3,660
No
Semiurban
360
1
1,833
Male
No
Y
Graduate
0
LP002409
180
7,901
Yes
Rural
360
1
1,993
Male
No
Y
Not Graduate
3+
LP002418
148
4,707
No
Semiurban
360
1
0
Male
No
Y
Graduate
1
LP002422
152
37,719
No
Semiurban
360
null
8,333
Male
No
Y
Graduate
0
LP002424
175
7,333
Yes
Rural
300
1
1,210
Male
Yes
Y
Graduate
1
LP002429
130
3,466
Yes
Rural
360
1
0
Male
No
Y
Not Graduate
2
LP002434
110
4,652
Yes
Rural
360
1
1,376
Male
N
Graduate
0
LP002435
55
3,539
Yes
Rural
360
0
1,710
Male
No
N
Graduate
2
LP002443
150
3,340
Yes
Rural
360
null
1,542
Male
Yes
N
Not Graduate
1
LP002444
190
2,769
No
Semiurban
360
0
1,255
Male
No
N
Not Graduate
2
LP002446
125
2,309
Yes
Rural
360
null
1,456
Male
No
Y
Not Graduate
2
LP002447
60
1,958
Yes
Urban
300
0
1,733
Male
No
N
Graduate
0
LP002448
149
3,948
Yes
Rural
360
0
2,466
Male
No
Y
Graduate
0
LP002449
90
2,483
Yes
Rural
180
1
0
Male
Yes
Y
Graduate
0
LP002453
84
7,085
No
Semiurban
360
1
0
Male
No
Y
Graduate
2
LP002455
96
3,859
Yes
Semiurban
360
1
0
Male
No
Y
Graduate
0
LP002459
118
4,301
Yes
Urban
360
1
2,569
Male
No
N
Graduate
0
LP002467
173
3,708
Yes
Urban
360
1
0
Male
No
Y
Graduate
2
LP002472
136
4,354
No
Rural
360
1
0
Male
No
N
Graduate
0
LP002473
160
8,334
Yes
Semiurban
360
null
4,083
Yes
Y
Graduate
0
LP002478
160
2,083
Yes
Semiurban
360
1
0
Male
No
Y
Graduate
3+
LP002484
128
7,740
Yes
Urban
180
1
2,188
Male
No
Y
Graduate
0
LP002487
153
3,015
Yes
Rural
360
1
0
Female
Y
Not Graduate
1
LP002489
132
5,191
No
Semiurban
360
0
0
Male
No
N
Graduate
0
LP002493
98
4,166
No
Semiurban
360
1
0
Male
No
Y
Graduate
0
LP002494
140
6,000
No
Rural
360
0
1,664
Male
No
N
Not Graduate
3+
LP002500
70
2,947
Yes
Urban
180
1
0
No
Y
Graduate
0
LP002501
110
16,692
Yes
Semiurban
360
1
2,917
Female
Y
Not Graduate
2
LP002502
98
210
Yes
Semiurban
360
1
2,451
Male
No
N
Graduate
0
LP002505
110
4,333
Yes
Urban
360
1
2,079
Male
Yes
Y
Graduate
1
LP002515
162
3,450
Yes
Semiurban
360
0
1,500
Male
No
N
Not Graduate
1
LP002517
113
2,653
Yes
Rural
180
1
0
Male
No
Y
Graduate
3+
LP002519
100
4,691
Yes
Semiurban
360
null
0
Female
Yes
Y
Graduate
0
LP002522
93
2,500
No
Urban
360
1
4,648
Male
No
Y
Graduate
2
LP002524
162
5,532
No
Rural
360
1
1,014
Male
Yes
Y
Graduate
2
LP002527
150
16,525
Yes
Rural
360
1
1,750
Male
No
Y
Graduate
2
LP002529
230
6,700
Yes
Semiurban
300
0
1,872
No
N
Graduate
2
LP002530
132
2,873
Yes
Semiurban
360
1
2,250
Male
Yes
Y
Graduate
1
LP002531
86
16,667
Yes
Semiurban
360
1
1,603
Male
No
N
Graduate
2
LP002533
null
2,947
Yes
Urban
360
1
0
Female
No
Y
Not Graduate
0
LP002534
154
4,350
No
Rural
360
1
0
Male
No
Y
Not Graduate
3+
LP002536
113
3,095
Yes
Rural
360
1
3,150
Male
No
Y
Graduate
0
LP002537
128
2,083
Yes
Semiurban
360
1
0
Male
No
Y
Graduate
0
LP002541
234
10,833
Yes
Semiurban
360
1
0
Male
No
Y
Graduate
2
LP002543
246
8,333
Yes
Semiurban
360
1
2,436
Male
No
Y
Not Graduate
1
LP002544
131
1,958
Yes
Rural
360
0
0
Male
No
N
Graduate
2
LP002545
80
3,547
No
Rural
360
1
0
Male
No
N
Graduate
1
LP002547
500
18,333
Yes
Urban
360
1
2,083
Male
Yes
Y
Graduate
2
LP002555
160
4,583
Yes
Semiurban
360
1
0
Male
No
N
Graduate
0
LP002556
75
2,435
No
Urban
360
null
2,785
Male
No
Y
Not Graduate
0
LP002560
96
2,699
No
Semiurban
360
null
1,131
Male
No
Y
Not Graduate
1
LP002562
186
5,333
Yes
Urban
360
1
0
Male
No
Y
Not Graduate
0
LP002571
110
3,691
No
Rural
360
1
0
Female
Yes
Y
Not Graduate
0
LP002582
225
17,263
No
Semiurban
360
0
2,157
Male
No
N
Graduate
0
LP002585
119
3,597
Yes
Rural
360
1
913
Female
No
Y
Graduate
1
LP002586
105
3,326
Yes
Semiurban
84
1
1,700
Male
No
Y
Not Graduate
0
LP002587
107
2,600
Yes
Rural
360
null
2,857
Male
No
Y
Graduate
0
LP002588
111
4,625
Yes
Urban
12
1
0
Male
Yes
Y
Graduate
1
LP002600
95
2,895
Yes
Semiurban
360
0
4,416
Male
No
N
Graduate
0
LP002602
209
6,283
No
Rural
360