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