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
LP001964
Male
Yes
0
Not Graduate
No
1,800
2,934
93
360
0
Urban
N
LP001972
Male
Yes
null
Not Graduate
No
2,875
1,750
105
360
1
Semiurban
Y
LP001974
Female
No
0
Graduate
No
5,000
0
132
360
1
Rural
Y
LP001977
Male
Yes
1
Graduate
No
1,625
1,803
96
360
1
Urban
Y
LP001978
Male
No
0
Graduate
No
4,000
2,500
140
360
1
Rural
Y
LP001990
Male
No
0
Not Graduate
No
2,000
0
null
360
1
Urban
N
LP001993
Female
No
0
Graduate
No
3,762
1,666
135
360
1
Rural
Y
LP001994
Female
No
0
Graduate
No
2,400
1,863
104
360
0
Urban
N
LP001996
Male
No
0
Graduate
No
20,233
0
480
360
1
Rural
N
LP001998
Male
Yes
2
Not Graduate
No
7,667
0
185
360
null
Rural
Y
LP002002
Female
No
0
Graduate
No
2,917
0
84
360
1
Semiurban
Y
LP002004
Male
No
0
Not Graduate
No
2,927
2,405
111
360
1
Semiurban
Y
LP002006
Female
No
0
Graduate
No
2,507
0
56
360
1
Rural
Y
LP002008
Male
Yes
2
Graduate
Yes
5,746
0
144
84
null
Rural
Y
LP002024
null
Yes
0
Graduate
No
2,473
1,843
159
360
1
Rural
N
LP002031
Male
Yes
1
Not Graduate
No
3,399
1,640
111
180
1
Urban
Y
LP002035
Male
Yes
2
Graduate
No
3,717
0
120
360
1
Semiurban
Y
LP002036
Male
Yes
0
Graduate
No
2,058
2,134
88
360
null
Urban
Y
LP002043
Female
No
1
Graduate
No
3,541
0
112
360
null
Semiurban
Y
LP002050
Male
Yes
1
Graduate
Yes
10,000
0
155
360
1
Rural
N
LP002051
Male
Yes
0
Graduate
No
2,400
2,167
115
360
1
Semiurban
Y
LP002053
Male
Yes
3+
Graduate
No
4,342
189
124
360
1
Semiurban
Y
LP002054
Male
Yes
2
Not Graduate
No
3,601
1,590
null
360
1
Rural
Y
LP002055
Female
No
0
Graduate
No
3,166
2,985
132
360
null
Rural
Y
LP002065
Male
Yes
3+
Graduate
No
15,000
0
300
360
1
Rural
Y
LP002067
Male
Yes
1
Graduate
Yes
8,666
4,983
376
360
0
Rural
N
LP002068
Male
No
0
Graduate
No
4,917
0
130
360
0
Rural
Y
LP002082
Male
Yes
0
Graduate
Yes
5,818
2,160
184
360
1
Semiurban
Y
LP002086
Female
Yes
0
Graduate
No
4,333
2,451
110
360
1
Urban
N
LP002087
Female
No
0
Graduate
No
2,500
0
67
360
1
Urban
Y
LP002097
Male
No
1
Graduate
No
4,384
1,793
117
360
1
Urban
Y
LP002098
Male
No
0
Graduate
No
2,935
0
98
360
1
Semiurban
Y
LP002100
Male
No
null
Graduate
No
2,833
0
71
360
1
Urban
Y
LP002101
Male
Yes
0
Graduate
null
63,337
0
490
180
1
Urban
Y
LP002103
null
Yes
1
Graduate
Yes
9,833
1,833
182
180
1
Urban
Y
LP002106
Male
Yes
null
Graduate
Yes
5,503
4,490
70
null
1
Semiurban
Y
LP002110
Male
Yes
1
Graduate
null
5,250
688
160
360
1
Rural
Y
LP002112
Male
Yes
2
Graduate
Yes
2,500
4,600
176
360
1
Rural
Y
LP002113
Female
No
3+
Not Graduate
No
1,830
0
null
360
0
Urban
N
LP002114
Female
No
0
Graduate
No
4,160
0
71
360
1
Semiurban
Y
LP002115
Male
Yes
3+
Not Graduate
No
2,647
1,587
173
360
1
Rural
N
LP002116
Female
No
0
Graduate
No
2,378
0
46
360
1
Rural
N
LP002119
Male
Yes
1
Not Graduate
No
4,554
1,229
158
360
1
Urban
Y
LP002126
Male
Yes
3+
Not Graduate
No
3,173
0
74
360
1
Semiurban
Y
LP002128
Male
Yes
2
Graduate
null
2,583
2,330
125
360
1
Rural
Y
LP002129
Male
Yes
0
Graduate
No
2,499
2,458
160
360
1
Semiurban
Y
LP002130
Male
Yes
null
Not Graduate
No
3,523
3,230
152
360
0
Rural
N
LP002131
Male
Yes
2
Not Graduate
No
3,083
2,168
126
360
1
Urban
Y
LP002137
Male
Yes
0
Graduate
No
6,333
4,583
259
360
null
Semiurban
Y
LP002138
Male
Yes
0
Graduate
No
2,625
6,250
187
360
1
Rural
Y
LP002139
Male
Yes
0
Graduate
No
9,083
0
228
360
1
Semiurban
Y
LP002140
Male
No
0
Graduate
No
8,750
4,167
308
360
1
Rural
N
LP002141
Male
Yes
3+
Graduate
No
2,666
2,083
95
360
1
Rural
Y
LP002142
Female
Yes
0
Graduate
Yes
5,500
0
105
360
0
Rural
N
LP002143
Female
Yes
0
Graduate
No
2,423
505
130
360
1
Semiurban
Y
LP002144
Female
No
null
Graduate
No
3,813
0
116
180
1
Urban
Y
LP002149
Male
Yes
2
Graduate
No
8,333
3,167
165
360
1
Rural
Y
LP002151
Male
Yes
1
Graduate
No
3,875
0
67
360
1
Urban
N
LP002158
Male
Yes
0
Not Graduate
No
3,000
1,666
100
480
0
Urban
N
LP002160
Male
Yes
3+
Graduate
No
5,167
3,167
200
360
1
Semiurban
Y
LP002161
Female
No
1
Graduate
No
4,723
0
81
360
1
Semiurban
N
LP002170
Male
Yes
2
Graduate
No
5,000
3,667
236
360
1
Semiurban
Y
LP002175
Male
Yes
0
Graduate
No
4,750
2,333
130
360
1
Urban
Y
LP002178
Male
Yes
0
Graduate
No
3,013
3,033
95
300
null
Urban
Y
LP002180
Male
No
0
Graduate
Yes
6,822
0
141
360
1
Rural
Y
LP002181
Male
No
0
Not Graduate
No
6,216
0
133
360
1
Rural
N
LP002187
Male
No
0
Graduate
No
2,500
0
96
480
1
Semiurban
N
LP002188
Male
No
0
Graduate
No
5,124
0
124
null
0
Rural
N
LP002190
Male
Yes
1
Graduate
No
6,325
0
175
360
1
Semiurban
Y
LP002191
Male
Yes
0
Graduate
No
19,730
5,266
570
360
1
Rural
N
LP002194
Female
No
0
Graduate
Yes
15,759
0
55
360
1
Semiurban
Y
LP002197
Male
Yes
2
Graduate
No
5,185
0
155
360
1
Semiurban
Y
LP002201
Male
Yes
2
Graduate
Yes
9,323
7,873
380
300
1
Rural
Y
LP002205
Male
No
1
Graduate
No
3,062
1,987
111
180
0
Urban
N
LP002209
Female
No
0
Graduate
null
2,764
1,459
110
360
1
Urban
Y
LP002211
Male
Yes
0
Graduate
No
4,817
923
120
180
1
Urban
Y
LP002219
Male
Yes
3+
Graduate
No
8,750
4,996
130
360
1
Rural
Y
LP002223
Male
Yes
0
Graduate
No
4,310
0
130
360
null
Semiurban
Y
LP002224
Male
No
0
Graduate
No
3,069
0
71
480
1
Urban
N
LP002225
Male
Yes
2
Graduate
No
5,391
0
130
360
1
Urban
Y
LP002226
Male
Yes
0
Graduate
null
3,333
2,500
128
360
1
Semiurban
Y
LP002229
Male
No
0
Graduate
No
5,941
4,232
296
360
1
Semiurban
Y
LP002231
Female
No
0
Graduate
No
6,000
0
156
360
1
Urban
Y
LP002234
Male
No
0
Graduate
Yes
7,167
0
128
360
1
Urban
Y
LP002236
Male
Yes
2
Graduate
No
4,566
0
100
360
1
Urban
N
LP002237
Male
No
1
Graduate
null
3,667
0
113
180
1
Urban
Y
LP002239
Male
No
0
Not Graduate
No
2,346
1,600
132
360
1
Semiurban
Y
LP002243
Male
Yes
0
Not Graduate
No
3,010
3,136
null
360
0
Urban
N
LP002244
Male
Yes
0
Graduate
No
2,333
2,417
136
360
1
Urban
Y
LP002250
Male
Yes
0
Graduate
No
5,488
0
125
360
1
Rural
Y
LP002255
Male
No
3+
Graduate
No
9,167
0
185
360
1
Rural
Y
LP002262
Male
Yes
3+
Graduate
No
9,504
0
275
360
1
Rural
Y
LP002263
Male
Yes
0
Graduate
No
2,583
2,115
120
360
null
Urban
Y
LP002265
Male
Yes
2
Not Graduate
No
1,993
1,625
113
180
1
Semiurban
Y
LP002266
Male
Yes
2
Graduate
No
3,100
1,400
113
360
1
Urban
Y
LP002272
Male
Yes
2
Graduate
No
3,276
484
135
360
null
Semiurban
Y
LP002277
Female
No
0
Graduate
No
3,180
0
71
360
0
Urban
N
LP002281
Male
Yes
0
Graduate
No
3,033
1,459
95
360
1
Urban
Y
LP002284
Male
No
0
Not Graduate
No
3,902
1,666
109
360
1
Rural
Y
LP002287
Female
No
0
Graduate
No
1,500
1,800
103
360
0
Semiurban
N