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
LP001674
Male
Yes
1
Not Graduate
No
2,600
2,500
90
360
1
Semiurban
Y
LP001677
Male
No
2
Graduate
No
4,923
0
166
360
0
Semiurban
Y
LP001682
Male
Yes
3+
Not Graduate
No
3,992
0
null
180
1
Urban
N
LP001688
Male
Yes
1
Not Graduate
No
3,500
1,083
135
360
1
Urban
Y
LP001691
Male
Yes
2
Not Graduate
No
3,917
0
124
360
1
Semiurban
Y
LP001692
Female
No
0
Not Graduate
No
4,408
0
120
360
1
Semiurban
Y
LP001693
Female
No
0
Graduate
No
3,244
0
80
360
1
Urban
Y
LP001698
Male
No
0
Not Graduate
No
3,975
2,531
55
360
1
Rural
Y
LP001699
Male
No
0
Graduate
No
2,479
0
59
360
1
Urban
Y
LP001702
Male
No
0
Graduate
No
3,418
0
127
360
1
Semiurban
N
LP001708
Female
No
0
Graduate
No
10,000
0
214
360
1
Semiurban
N
LP001711
Male
Yes
3+
Graduate
No
3,430
1,250
128
360
0
Semiurban
N
LP001713
Male
Yes
1
Graduate
Yes
7,787
0
240
360
1
Urban
Y
LP001715
Male
Yes
3+
Not Graduate
Yes
5,703
0
130
360
1
Rural
Y
LP001716
Male
Yes
0
Graduate
No
3,173
3,021
137
360
1
Urban
Y
LP001720
Male
Yes
3+
Not Graduate
No
3,850
983
100
360
1
Semiurban
Y
LP001722
Male
Yes
0
Graduate
No
150
1,800
135
360
1
Rural
N
LP001726
Male
Yes
0
Graduate
No
3,727
1,775
131
360
1
Semiurban
Y
LP001732
Male
Yes
2
Graduate
null
5,000
0
72
360
0
Semiurban
N
LP001734
Female
Yes
2
Graduate
No
4,283
2,383
127
360
null
Semiurban
Y
LP001736
Male
Yes
0
Graduate
No
2,221
0
60
360
0
Urban
N
LP001743
Male
Yes
2
Graduate
No
4,009
1,717
116
360
1
Semiurban
Y
LP001744
Male
No
0
Graduate
No
2,971
2,791
144
360
1
Semiurban
Y
LP001749
Male
Yes
0
Graduate
No
7,578
1,010
175
null
1
Semiurban
Y
LP001750
Male
Yes
0
Graduate
No
6,250
0
128
360
1
Semiurban
Y
LP001751
Male
Yes
0
Graduate
No
3,250
0
170
360
1
Rural
N
LP001754
Male
Yes
null
Not Graduate
Yes
4,735
0
138
360
1
Urban
N
LP001758
Male
Yes
2
Graduate
No
6,250
1,695
210
360
1
Semiurban
Y
LP001760
Male
null
null
Graduate
No
4,758
0
158
480
1
Semiurban
Y
LP001761
Male
No
0
Graduate
Yes
6,400
0
200
360
1
Rural
Y
LP001765
Male
Yes
1
Graduate
No
2,491
2,054
104
360
1
Semiurban
Y
LP001768
Male
Yes
0
Graduate
null
3,716
0
42
180
1
Rural
Y
LP001770
Male
No
0
Not Graduate
No
3,189
2,598
120
null
1
Rural
Y
LP001776
Female
No
0
Graduate
No
8,333
0
280
360
1
Semiurban
Y
LP001778
Male
Yes
1
Graduate
No
3,155
1,779
140
360
1
Semiurban
Y
LP001784
Male
Yes
1
Graduate
No
5,500
1,260
170
360
1
Rural
Y
LP001786
Male
Yes
0
Graduate
null
5,746
0
255
360
null
Urban
N
LP001788
Female
No
0
Graduate
Yes
3,463
0
122
360
null
Urban
Y
LP001790
Female
No
1
Graduate
No
3,812
0
112
360
1
Rural
Y
LP001792
Male
Yes
1
Graduate
No
3,315
0
96
360
1
Semiurban
Y
LP001798
Male
Yes
2
Graduate
No
5,819
5,000
120
360
1
Rural
Y
LP001800
Male
Yes
1
Not Graduate
No
2,510
1,983
140
180
1
Urban
N
LP001806
Male
No
0
Graduate
No
2,965
5,701
155
60
1
Urban
Y
LP001807
Male
Yes
2
Graduate
Yes
6,250
1,300
108
360
1
Rural
Y
LP001811
Male
Yes
0
Not Graduate
No
3,406
4,417
123
360
1
Semiurban
Y
LP001813
Male
No
0
Graduate
Yes
6,050
4,333
120
180
1
Urban
N
LP001814
Male
Yes
2
Graduate
No
9,703
0
112
360
1
Urban
Y
LP001819
Male
Yes
1
Not Graduate
No
6,608
0
137
180
1
Urban
Y
LP001824
Male
Yes
1
Graduate
No
2,882
1,843
123
480
1
Semiurban
Y
LP001825
Male
Yes
0
Graduate
No
1,809
1,868
90
360
1
Urban
Y
LP001835
Male
Yes
0
Not Graduate
No
1,668
3,890
201
360
0
Semiurban
N
LP001836
Female
No
2
Graduate
No
3,427
0
138
360
1
Urban
N
LP001841
Male
No
0
Not Graduate
Yes
2,583
2,167
104
360
1
Rural
Y
LP001843
Male
Yes
1
Not Graduate
No
2,661
7,101
279
180
1
Semiurban
Y
LP001844
Male
No
0
Graduate
Yes
16,250
0
192
360
0
Urban
N
LP001846
Female
No
3+
Graduate
No
3,083
0
255
360
1
Rural
Y
LP001849
Male
No
0
Not Graduate
No
6,045
0
115
360
0
Rural
N
LP001854
Male
Yes
3+
Graduate
No
5,250
0
94
360
1
Urban
N
LP001859
Male
Yes
0
Graduate
No
14,683
2,100
304
360
1
Rural
N
LP001864
Male
Yes
3+
Not Graduate
No
4,931
0
128
360
null
Semiurban
N
LP001865
Male
Yes
1
Graduate
No
6,083
4,250
330
360
null
Urban
Y
LP001868
Male
No
0
Graduate
No
2,060
2,209
134
360
1
Semiurban
Y
LP001870
Female
No
1
Graduate
No
3,481
0
155
36
1
Semiurban
N
LP001871
Female
No
0
Graduate
No
7,200
0
120
360
1
Rural
Y
LP001872
Male
No
0
Graduate
Yes
5,166
0
128
360
1
Semiurban
Y
LP001875
Male
No
0
Graduate
No
4,095
3,447
151
360
1
Rural
Y
LP001877
Male
Yes
2
Graduate
No
4,708
1,387
150
360
1
Semiurban
Y
LP001882
Male
Yes
3+
Graduate
No
4,333
1,811
160
360
0
Urban
Y
LP001883
Female
No
0
Graduate
null
3,418
0
135
360
1
Rural
N
LP001884
Female
No
1
Graduate
No
2,876
1,560
90
360
1
Urban
Y
LP001888
Female
No
0
Graduate
No
3,237
0
30
360
1
Urban
Y
LP001891
Male
Yes
0
Graduate
No
11,146
0
136
360
1
Urban
Y
LP001892
Male
No
0
Graduate
No
2,833
1,857
126
360
1
Rural
Y
LP001894
Male
Yes
0
Graduate
No
2,620
2,223
150
360
1
Semiurban
Y
LP001896
Male
Yes
2
Graduate
No
3,900
0
90
360
1
Semiurban
Y
LP001900
Male
Yes
1
Graduate
No
2,750
1,842
115
360
1
Semiurban
Y
LP001903
Male
Yes
0
Graduate
No
3,993
3,274
207
360
1
Semiurban
Y
LP001904
Male
Yes
0
Graduate
No
3,103
1,300
80
360
1
Urban
Y
LP001907
Male
Yes
0
Graduate
No
14,583
0
436
360
1
Semiurban
Y
LP001908
Female
Yes
0
Not Graduate
No
4,100
0
124
360
null
Rural
Y
LP001910
Male
No
1
Not Graduate
Yes
4,053
2,426
158
360
0
Urban
N
LP001914
Male
Yes
0
Graduate
No
3,927
800
112
360
1
Semiurban
Y
LP001915
Male
Yes
2
Graduate
No
2,301
985.799988
78
180
1
Urban
Y
LP001917
Female
No
0
Graduate
No
1,811
1,666
54
360
1
Urban
Y
LP001922
Male
Yes
0
Graduate
No
20,667
0
null
360
1
Rural
N
LP001924
Male
No
0
Graduate
No
3,158
3,053
89
360
1
Rural
Y
LP001925
Female
No
0
Graduate
Yes
2,600
1,717
99
300
1
Semiurban
N
LP001926
Male
Yes
0
Graduate
No
3,704
2,000
120
360
1
Rural
Y
LP001931
Female
No
0
Graduate
No
4,124
0
115
360
1
Semiurban
Y
LP001935
Male
No
0
Graduate
No
9,508
0
187
360
1
Rural
Y
LP001936
Male
Yes
0
Graduate
No
3,075
2,416
139
360
1
Rural
Y
LP001938
Male
Yes
2
Graduate
No
4,400
0
127
360
0
Semiurban
N
LP001940
Male
Yes
2
Graduate
No
3,153
1,560
134
360
1
Urban
Y
LP001945
Female
No
null
Graduate
No
5,417
0
143
480
0
Urban
N
LP001947
Male
Yes
0
Graduate
No
2,383
3,334
172
360
1
Semiurban
Y
LP001949
Male
Yes
3+
Graduate
null
4,416
1,250
110
360
1
Urban
Y
LP001953
Male
Yes
1
Graduate
No
6,875
0
200
360
1
Semiurban
Y
LP001954
Female
Yes
1
Graduate
No
4,666
0
135
360
1
Urban
Y
LP001955
Female
No
0
Graduate
No
5,000
2,541
151
480
1
Rural
N
LP001963
Male
Yes
1
Graduate
No
2,014
2,925
113
360
1
Urban
N