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