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
LP001002
Male
No
0
Graduate
No
5,849
0
null
360
1
Urban
Y
LP001003
Male
Yes
1
Graduate
No
4,583
1,508
128
360
1
Rural
N
LP001005
Male
Yes
0
Graduate
Yes
3,000
0
66
360
1
Urban
Y
LP001006
Male
Yes
0
Not Graduate
No
2,583
2,358
120
360
1
Urban
Y
LP001008
Male
No
0
Graduate
No
6,000
0
141
360
1
Urban
Y
LP001011
Male
Yes
2
Graduate
Yes
5,417
4,196
267
360
1
Urban
Y
LP001013
Male
Yes
0
Not Graduate
No
2,333
1,516
95
360
1
Urban
Y
LP001014
Male
Yes
3+
Graduate
No
3,036
2,504
158
360
0
Semiurban
N
LP001018
Male
Yes
2
Graduate
No
4,006
1,526
168
360
1
Urban
Y
LP001020
Male
Yes
1
Graduate
No
12,841
10,968
349
360
1
Semiurban
N
LP001024
Male
Yes
2
Graduate
No
3,200
700
70
360
1
Urban
Y
LP001027
Male
Yes
2
Graduate
null
2,500
1,840
109
360
1
Urban
Y
LP001028
Male
Yes
2
Graduate
No
3,073
8,106
200
360
1
Urban
Y
LP001029
Male
No
0
Graduate
No
1,853
2,840
114
360
1
Rural
N
LP001030
Male
Yes
2
Graduate
No
1,299
1,086
17
120
1
Urban
Y
LP001032
Male
No
0
Graduate
No
4,950
0
125
360
1
Urban
Y
LP001034
Male
No
1
Not Graduate
No
3,596
0
100
240
null
Urban
Y
LP001036
Female
No
0
Graduate
No
3,510
0
76
360
0
Urban
N
LP001038
Male
Yes
0
Not Graduate
No
4,887
0
133
360
1
Rural
N
LP001041
Male
Yes
0
Graduate
null
2,600
3,500
115
null
1
Urban
Y
LP001043
Male
Yes
0
Not Graduate
No
7,660
0
104
360
0
Urban
N
LP001046
Male
Yes
1
Graduate
No
5,955
5,625
315
360
1
Urban
Y
LP001047
Male
Yes
0
Not Graduate
No
2,600
1,911
116
360
0
Semiurban
N
LP001050
null
Yes
2
Not Graduate
No
3,365
1,917
112
360
0
Rural
N
LP001052
Male
Yes
1
Graduate
null
3,717
2,925
151
360
null
Semiurban
N
LP001066
Male
Yes
0
Graduate
Yes
9,560
0
191
360
1
Semiurban
Y
LP001068
Male
Yes
0
Graduate
No
2,799
2,253
122
360
1
Semiurban
Y
LP001073
Male
Yes
2
Not Graduate
No
4,226
1,040
110
360
1
Urban
Y
LP001086
Male
No
0
Not Graduate
No
1,442
0
35
360
1
Urban
N
LP001087
Female
No
2
Graduate
null
3,750
2,083
120
360
1
Semiurban
Y
LP001091
Male
Yes
1
Graduate
null
4,166
3,369
201
360
null
Urban
N
LP001095
Male
No
0
Graduate
No
3,167
0
74
360
1
Urban
N
LP001097
Male
No
1
Graduate
Yes
4,692
0
106
360
1
Rural
N
LP001098
Male
Yes
0
Graduate
No
3,500
1,667
114
360
1
Semiurban
Y
LP001100
Male
No
3+
Graduate
No
12,500
3,000
320
360
1
Rural
N
LP001106
Male
Yes
0
Graduate
No
2,275
2,067
null
360
1
Urban
Y
LP001109
Male
Yes
0
Graduate
No
1,828
1,330
100
null
0
Urban
N
LP001112
Female
Yes
0
Graduate
No
3,667
1,459
144
360
1
Semiurban
Y
LP001114
Male
No
0
Graduate
No
4,166
7,210
184
360
1
Urban
Y
LP001116
Male
No
0
Not Graduate
No
3,748
1,668
110
360
1
Semiurban
Y
LP001119
Male
No
0
Graduate
No
3,600
0
80
360
1
Urban
N
LP001120
Male
No
0
Graduate
No
1,800
1,213
47
360
1
Urban
Y
LP001123
Male
Yes
0
Graduate
No
2,400
0
75
360
null
Urban
Y
LP001131
Male
Yes
0
Graduate
No
3,941
2,336
134
360
1
Semiurban
Y
LP001136
Male
Yes
0
Not Graduate
Yes
4,695
0
96
null
1
Urban
Y
LP001137
Female
No
0
Graduate
No
3,410
0
88
null
1
Urban
Y
LP001138
Male
Yes
1
Graduate
No
5,649
0
44
360
1
Urban
Y
LP001144
Male
Yes
0
Graduate
No
5,821
0
144
360
1
Urban
Y
LP001146
Female
Yes
0
Graduate
No
2,645
3,440
120
360
0
Urban
N
LP001151
Female
No
0
Graduate
No
4,000
2,275
144
360
1
Semiurban
Y
LP001155
Female
Yes
0
Not Graduate
No
1,928
1,644
100
360
1
Semiurban
Y
LP001157
Female
No
0
Graduate
No
3,086
0
120
360
1
Semiurban
Y
LP001164
Female
No
0
Graduate
No
4,230
0
112
360
1
Semiurban
N
LP001179
Male
Yes
2
Graduate
No
4,616
0
134
360
1
Urban
N
LP001186
Female
Yes
1
Graduate
Yes
11,500
0
286
360
0
Urban
N
LP001194
Male
Yes
2
Graduate
No
2,708
1,167
97
360
1
Semiurban
Y
LP001195
Male
Yes
0
Graduate
No
2,132
1,591
96
360
1
Semiurban
Y
LP001197
Male
Yes
0
Graduate
No
3,366
2,200
135
360
1
Rural
N
LP001198
Male
Yes
1
Graduate
No
8,080
2,250
180
360
1
Urban
Y
LP001199
Male
Yes
2
Not Graduate
No
3,357
2,859
144
360
1
Urban
Y
LP001205
Male
Yes
0
Graduate
No
2,500
3,796
120
360
1
Urban
Y
LP001206
Male
Yes
3+
Graduate
No
3,029
0
99
360
1
Urban
Y
LP001207
Male
Yes
0
Not Graduate
Yes
2,609
3,449
165
180
0
Rural
N
LP001213
Male
Yes
1
Graduate
No
4,945
0
null
360
0
Rural
N
LP001222
Female
No
0
Graduate
No
4,166
0
116
360
0
Semiurban
N
LP001225
Male
Yes
0
Graduate
No
5,726
4,595
258
360
1
Semiurban
N
LP001228
Male
No
0
Not Graduate
No
3,200
2,254
126
180
0
Urban
N
LP001233
Male
Yes
1
Graduate
No
10,750
0
312
360
1
Urban
Y
LP001238
Male
Yes
3+
Not Graduate
Yes
7,100
0
125
60
1
Urban
Y
LP001241
Female
No
0
Graduate
No
4,300
0
136
360
0
Semiurban
N
LP001243
Male
Yes
0
Graduate
No
3,208
3,066
172
360
1
Urban
Y
LP001245
Male
Yes
2
Not Graduate
Yes
1,875
1,875
97
360
1
Semiurban
Y
LP001248
Male
No
0
Graduate
No
3,500
0
81
300
1
Semiurban
Y
LP001250
Male
Yes
3+
Not Graduate
No
4,755
0
95
null
0
Semiurban
N
LP001253
Male
Yes
3+
Graduate
Yes
5,266
1,774
187
360
1
Semiurban
Y
LP001255
Male
No
0
Graduate
No
3,750
0
113
480
1
Urban
N
LP001256
Male
No
0
Graduate
No
3,750
4,750
176
360
1
Urban
N
LP001259
Male
Yes
1
Graduate
Yes
1,000
3,022
110
360
1
Urban
N
LP001263
Male
Yes
3+
Graduate
No
3,167
4,000
180
300
0
Semiurban
N
LP001264
Male
Yes
3+
Not Graduate
Yes
3,333
2,166
130
360
null
Semiurban
Y
LP001265
Female
No
0
Graduate
No
3,846
0
111
360
1
Semiurban
Y
LP001266
Male
Yes
1
Graduate
Yes
2,395
0
null
360
1
Semiurban
Y
LP001267
Female
Yes
2
Graduate
No
1,378
1,881
167
360
1
Urban
N
LP001273
Male
Yes
0
Graduate
No
6,000
2,250
265
360
null
Semiurban
N
LP001275
Male
Yes
1
Graduate
No
3,988
0
50
240
1
Urban
Y
LP001279
Male
No
0
Graduate
No
2,366
2,531
136
360
1
Semiurban
Y
LP001280
Male
Yes
2
Not Graduate
No
3,333
2,000
99
360
null
Semiurban
Y
LP001282
Male
Yes
0
Graduate
No
2,500
2,118
104
360
1
Semiurban
Y
LP001289
Male
No
0
Graduate
No
8,566
0
210
360
1
Urban
Y
LP001310
Male
Yes
0
Graduate
No
5,695
4,167
175
360
1
Semiurban
Y
LP001316
Male
Yes
0
Graduate
No
2,958
2,900
131
360
1
Semiurban
Y
LP001318
Male
Yes
2
Graduate
No
6,250
5,654
188
180
1
Semiurban
Y
LP001319
Male
Yes
2
Not Graduate
No
3,273
1,820
81
360
1
Urban
Y
LP001322
Male
No
0
Graduate
No
4,133
0
122
360
1
Semiurban
Y
LP001325
Male
No
0
Not Graduate
No
3,620
0
25
120
1
Semiurban
Y
LP001326
Male
No
0
Graduate
null
6,782
0
null
360
null
Urban
N
LP001327
Female
Yes
0
Graduate
No
2,484
2,302
137
360
1
Semiurban
Y
LP001333
Male
Yes
0
Graduate
No
1,977
997
50
360
1
Semiurban
Y
LP001334
Male
Yes
0
Not Graduate
No
4,188
0
115
180
1
Semiurban
Y
LP001343
Male
Yes
0
Graduate
No
1,759
3,541
131
360
1
Semiurban
Y
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