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
LP002603
Female
No
0
Graduate
No
645
3,683
113
480
1
Rural
Y
LP002606
Female
No
0
Graduate
No
3,159
0
100
360
1
Semiurban
Y
LP002615
Male
Yes
2
Graduate
No
4,865
5,624
208
360
1
Semiurban
Y
LP002618
Male
Yes
1
Not Graduate
No
4,050
5,302
138
360
null
Rural
N
LP002619
Male
Yes
0
Not Graduate
No
3,814
1,483
124
300
1
Semiurban
Y
LP002622
Male
Yes
2
Graduate
No
3,510
4,416
243
360
1
Rural
Y
LP002624
Male
Yes
0
Graduate
No
20,833
6,667
480
360
null
Urban
Y
LP002625
null
No
0
Graduate
No
3,583
0
96
360
1
Urban
N
LP002626
Male
Yes
0
Graduate
Yes
2,479
3,013
188
360
1
Urban
Y
LP002634
Female
No
1
Graduate
No
13,262
0
40
360
1
Urban
Y
LP002637
Male
No
0
Not Graduate
No
3,598
1,287
100
360
1
Rural
N
LP002640
Male
Yes
1
Graduate
No
6,065
2,004
250
360
1
Semiurban
Y
LP002643
Male
Yes
2
Graduate
No
3,283
2,035
148
360
1
Urban
Y
LP002648
Male
Yes
0
Graduate
No
2,130
6,666
70
180
1
Semiurban
N
LP002652
Male
No
0
Graduate
No
5,815
3,666
311
360
1
Rural
N
LP002659
Male
Yes
3+
Graduate
No
3,466
3,428
150
360
1
Rural
Y
LP002670
Female
Yes
2
Graduate
No
2,031
1,632
113
480
1
Semiurban
Y
LP002682
Male
Yes
null
Not Graduate
No
3,074
1,800
123
360
0
Semiurban
N
LP002683
Male
No
0
Graduate
No
4,683
1,915
185
360
1
Semiurban
N
LP002684
Female
No
0
Not Graduate
No
3,400
0
95
360
1
Rural
N
LP002689
Male
Yes
2
Not Graduate
No
2,192
1,742
45
360
1
Semiurban
Y
LP002690
Male
No
0
Graduate
No
2,500
0
55
360
1
Semiurban
Y
LP002692
Male
Yes
3+
Graduate
Yes
5,677
1,424
100
360
1
Rural
Y
LP002693
Male
Yes
2
Graduate
Yes
7,948
7,166
480
360
1
Rural
Y
LP002697
Male
No
0
Graduate
No
4,680
2,087
null
360
1
Semiurban
N
LP002699
Male
Yes
2
Graduate
Yes
17,500
0
400
360
1
Rural
Y
LP002705
Male
Yes
0
Graduate
No
3,775
0
110
360
1
Semiurban
Y
LP002706
Male
Yes
1
Not Graduate
No
5,285
1,430
161
360
0
Semiurban
Y
LP002714
Male
No
1
Not Graduate
No
2,679
1,302
94
360
1
Semiurban
Y
LP002716
Male
No
0
Not Graduate
No
6,783
0
130
360
1
Semiurban
Y
LP002717
Male
Yes
0
Graduate
No
1,025
5,500
216
360
null
Rural
Y
LP002720
Male
Yes
3+
Graduate
No
4,281
0
100
360
1
Urban
Y
LP002723
Male
No
2
Graduate
No
3,588
0
110
360
0
Rural
N
LP002729
Male
No
1
Graduate
No
11,250
0
196
360
null
Semiurban
N
LP002731
Female
No
0
Not Graduate
Yes
18,165
0
125
360
1
Urban
Y
LP002732
Male
No
0
Not Graduate
null
2,550
2,042
126
360
1
Rural
Y
LP002734
Male
Yes
0
Graduate
No
6,133
3,906
324
360
1
Urban
Y
LP002738
Male
No
2
Graduate
No
3,617
0
107
360
1
Semiurban
Y
LP002739
Male
Yes
0
Not Graduate
No
2,917
536
66
360
1
Rural
N
LP002740
Male
Yes
3+
Graduate
No
6,417
0
157
180
1
Rural
Y
LP002741
Female
Yes
1
Graduate
No
4,608
2,845
140
180
1
Semiurban
Y
LP002743
Female
No
0
Graduate
No
2,138
0
99
360
0
Semiurban
N
LP002753
Female
No
1
Graduate
null
3,652
0
95
360
1
Semiurban
Y
LP002755
Male
Yes
1
Not Graduate
No
2,239
2,524
128
360
1
Urban
Y
LP002757
Female
Yes
0
Not Graduate
No
3,017
663
102
360
null
Semiurban
Y
LP002767
Male
Yes
0
Graduate
No
2,768
1,950
155
360
1
Rural
Y
LP002768
Male
No
0
Not Graduate
No
3,358
0
80
36
1
Semiurban
N
LP002772
Male
No
0
Graduate
No
2,526
1,783
145
360
1
Rural
Y
LP002776
Female
No
0
Graduate
No
5,000
0
103
360
0
Semiurban
N
LP002777
Male
Yes
0
Graduate
No
2,785
2,016
110
360
1
Rural
Y
LP002778
Male
Yes
2
Graduate
Yes
6,633
0
null
360
0
Rural
N
LP002784
Male
Yes
1
Not Graduate
No
2,492
2,375
null
360
1
Rural
Y
LP002785
Male
Yes
1
Graduate
No
3,333
3,250
158
360
1
Urban
Y
LP002788
Male
Yes
0
Not Graduate
No
2,454
2,333
181
360
0
Urban
N
LP002789
Male
Yes
0
Graduate
No
3,593
4,266
132
180
0
Rural
N
LP002792
Male
Yes
1
Graduate
No
5,468
1,032
26
360
1
Semiurban
Y
LP002794
Female
No
0
Graduate
No
2,667
1,625
84
360
null
Urban
Y
LP002795
Male
Yes
3+
Graduate
Yes
10,139
0
260
360
1
Semiurban
Y
LP002798
Male
Yes
0
Graduate
No
3,887
2,669
162
360
1
Semiurban
Y
LP002804
Female
Yes
0
Graduate
No
4,180
2,306
182
360
1
Semiurban
Y
LP002807
Male
Yes
2
Not Graduate
No
3,675
242
108
360
1
Semiurban
Y
LP002813
Female
Yes
1
Graduate
Yes
19,484
0
600
360
1
Semiurban
Y
LP002820
Male
Yes
0
Graduate
No
5,923
2,054
211
360
1
Rural
Y
LP002821
Male
No
0
Not Graduate
Yes
5,800
0
132
360
1
Semiurban
Y
LP002832
Male
Yes
2
Graduate
No
8,799
0
258
360
0
Urban
N
LP002833
Male
Yes
0
Not Graduate
No
4,467
0
120
360
null
Rural
Y
LP002836
Male
No
0
Graduate
No
3,333
0
70
360
1
Urban
Y
LP002837
Male
Yes
3+
Graduate
No
3,400
2,500
123
360
0
Rural
N
LP002840
Female
No
0
Graduate
No
2,378
0
9
360
1
Urban
N
LP002841
Male
Yes
0
Graduate
No
3,166
2,064
104
360
0
Urban
N
LP002842
Male
Yes
1
Graduate
No
3,417
1,750
186
360
1
Urban
Y
LP002847
Male
Yes
null
Graduate
No
5,116
1,451
165
360
0
Urban
N
LP002855
Male
Yes
2
Graduate
No
16,666
0
275
360
1
Urban
Y
LP002862
Male
Yes
2
Not Graduate
No
6,125
1,625
187
480
1
Semiurban
N
LP002863
Male
Yes
3+
Graduate
No
6,406
0
150
360
1
Semiurban
N
LP002868
Male
Yes
2
Graduate
No
3,159
461
108
84
1
Urban
Y
LP002872
null
Yes
0
Graduate
No
3,087
2,210
136
360
0
Semiurban
N
LP002874
Male
No
0
Graduate
No
3,229
2,739
110
360
1
Urban
Y
LP002877
Male
Yes
1
Graduate
No
1,782
2,232
107
360
1
Rural
Y
LP002888
Male
No
0
Graduate
null
3,182
2,917
161
360
1
Urban
Y
LP002892
Male
Yes
2
Graduate
No
6,540
0
205
360
1
Semiurban
Y
LP002893
Male
No
0
Graduate
No
1,836
33,837
90
360
1
Urban
N
LP002894
Female
Yes
0
Graduate
No
3,166
0
36
360
1
Semiurban
Y
LP002898
Male
Yes
1
Graduate
No
1,880
0
61
360
null
Rural
N
LP002911
Male
Yes
1
Graduate
No
2,787
1,917
146
360
0
Rural
N
LP002912
Male
Yes
1
Graduate
No
4,283
3,000
172
84
1
Rural
N
LP002916
Male
Yes
0
Graduate
No
2,297
1,522
104
360
1
Urban
Y
LP002917
Female
No
0
Not Graduate
No
2,165
0
70
360
1
Semiurban
Y
LP002925
null
No
0
Graduate
No
4,750
0
94
360
1
Semiurban
Y
LP002926
Male
Yes
2
Graduate
Yes
2,726
0
106
360
0
Semiurban
N
LP002928
Male
Yes
0
Graduate
No
3,000
3,416
56
180
1
Semiurban
Y
LP002931
Male
Yes
2
Graduate
Yes
6,000
0
205
240
1
Semiurban
N
LP002933
null
No
3+
Graduate
Yes
9,357
0
292
360
1
Semiurban
Y
LP002936
Male
Yes
0
Graduate
No
3,859
3,300
142
180
1
Rural
Y
LP002938
Male
Yes
0
Graduate
Yes
16,120
0
260
360
1
Urban
Y
LP002940
Male
No
0
Not Graduate
No
3,833
0
110
360
1
Rural
Y
LP002941
Male
Yes
2
Not Graduate
Yes
6,383
1,000
187
360
1
Rural
N
LP002943
Male
No
null
Graduate
No
2,987
0
88
360
0
Semiurban
N
LP002945
Male
Yes
0
Graduate
Yes
9,963
0
180
360
1
Rural
Y
LP002948
Male
Yes
2
Graduate
No
5,780
0
192
360
1
Urban
Y