Education
stringclasses
2 values
Self_Employed
stringclasses
3 values
Property_Area
stringclasses
3 values
Married
stringclasses
3 values
ApplicantIncome
int64
150
81k
CoapplicantIncome
float64
0
41.7k
Loan_Amount_Term
int64
12
480
Dependents
stringclasses
5 values
Gender
stringclasses
3 values
Credit_History
int64
0
1
Loan_ID
stringlengths
8
8
Loan_Status
stringclasses
2 values
LoanAmount
int64
9
700
Graduate
No
Urban
No
5,849
0
360
0
Male
1
LP001002
Y
null
Graduate
No
Rural
Yes
4,583
1,508
360
1
Male
1
LP001003
N
128
Graduate
Yes
Urban
Yes
3,000
0
360
0
Male
1
LP001005
Y
66
Not Graduate
No
Urban
Yes
2,583
2,358
360
0
Male
1
LP001006
Y
120
Graduate
No
Urban
No
6,000
0
360
0
Male
1
LP001008
Y
141
Graduate
Yes
Urban
Yes
5,417
4,196
360
2
Male
1
LP001011
Y
267
Not Graduate
No
Urban
Yes
2,333
1,516
360
0
Male
1
LP001013
Y
95
Graduate
No
Semiurban
Yes
3,036
2,504
360
3+
Male
0
LP001014
N
158
Graduate
No
Urban
Yes
4,006
1,526
360
2
Male
1
LP001018
Y
168
Graduate
No
Semiurban
Yes
12,841
10,968
360
1
Male
1
LP001020
N
349
Graduate
No
Urban
Yes
3,200
700
360
2
Male
1
LP001024
Y
70
Graduate
Urban
Yes
2,500
1,840
360
2
Male
1
LP001027
Y
109
Graduate
No
Urban
Yes
3,073
8,106
360
2
Male
1
LP001028
Y
200
Graduate
No
Rural
No
1,853
2,840
360
0
Male
1
LP001029
N
114
Graduate
No
Urban
Yes
1,299
1,086
120
2
Male
1
LP001030
Y
17
Graduate
No
Urban
No
4,950
0
360
0
Male
1
LP001032
Y
125
Not Graduate
No
Urban
No
3,596
0
240
1
Male
null
LP001034
Y
100
Graduate
No
Urban
No
3,510
0
360
0
Female
0
LP001036
N
76
Not Graduate
No
Rural
Yes
4,887
0
360
0
Male
1
LP001038
N
133
Graduate
Urban
Yes
2,600
3,500
null
0
Male
1
LP001041
Y
115
Not Graduate
No
Urban
Yes
7,660
0
360
0
Male
0
LP001043
N
104
Graduate
No
Urban
Yes
5,955
5,625
360
1
Male
1
LP001046
Y
315
Not Graduate
No
Semiurban
Yes
2,600
1,911
360
0
Male
0
LP001047
N
116
Not Graduate
No
Rural
Yes
3,365
1,917
360
2
0
LP001050
N
112
Graduate
Semiurban
Yes
3,717
2,925
360
1
Male
null
LP001052
N
151
Graduate
Yes
Semiurban
Yes
9,560
0
360
0
Male
1
LP001066
Y
191
Graduate
No
Semiurban
Yes
2,799
2,253
360
0
Male
1
LP001068
Y
122
Not Graduate
No
Urban
Yes
4,226
1,040
360
2
Male
1
LP001073
Y
110
Not Graduate
No
Urban
No
1,442
0
360
0
Male
1
LP001086
N
35
Graduate
Semiurban
No
3,750
2,083
360
2
Female
1
LP001087
Y
120
Graduate
Urban
Yes
4,166
3,369
360
1
Male
null
LP001091
N
201
Graduate
No
Urban
No
3,167
0
360
0
Male
1
LP001095
N
74
Graduate
Yes
Rural
No
4,692
0
360
1
Male
1
LP001097
N
106
Graduate
No
Semiurban
Yes
3,500
1,667
360
0
Male
1
LP001098
Y
114
Graduate
No
Rural
No
12,500
3,000
360
3+
Male
1
LP001100
N
320
Graduate
No
Urban
Yes
2,275
2,067
360
0
Male
1
LP001106
Y
null
Graduate
No
Urban
Yes
1,828
1,330
null
0
Male
0
LP001109
N
100
Graduate
No
Semiurban
Yes
3,667
1,459
360
0
Female
1
LP001112
Y
144
Graduate
No
Urban
No
4,166
7,210
360
0
Male
1
LP001114
Y
184
Not Graduate
No
Semiurban
No
3,748
1,668
360
0
Male
1
LP001116
Y
110
Graduate
No
Urban
No
3,600
0
360
0
Male
1
LP001119
N
80
Graduate
No
Urban
No
1,800
1,213
360
0
Male
1
LP001120
Y
47
Graduate
No
Urban
Yes
2,400
0
360
0
Male
null
LP001123
Y
75
Graduate
No
Semiurban
Yes
3,941
2,336
360
0
Male
1
LP001131
Y
134
Not Graduate
Yes
Urban
Yes
4,695
0
null
0
Male
1
LP001136
Y
96
Graduate
No
Urban
No
3,410
0
null
0
Female
1
LP001137
Y
88
Graduate
No
Urban
Yes
5,649
0
360
1
Male
1
LP001138
Y
44
Graduate
No
Urban
Yes
5,821
0
360
0
Male
1
LP001144
Y
144
Graduate
No
Urban
Yes
2,645
3,440
360
0
Female
0
LP001146
N
120
Graduate
No
Semiurban
No
4,000
2,275
360
0
Female
1
LP001151
Y
144
Not Graduate
No
Semiurban
Yes
1,928
1,644
360
0
Female
1
LP001155
Y
100
Graduate
No
Semiurban
No
3,086
0
360
0
Female
1
LP001157
Y
120
Graduate
No
Semiurban
No
4,230
0
360
0
Female
1
LP001164
N
112
Graduate
No
Urban
Yes
4,616
0
360
2
Male
1
LP001179
N
134
Graduate
Yes
Urban
Yes
11,500
0
360
1
Female
0
LP001186
N
286
Graduate
No
Semiurban
Yes
2,708
1,167
360
2
Male
1
LP001194
Y
97
Graduate
No
Semiurban
Yes
2,132
1,591
360
0
Male
1
LP001195
Y
96
Graduate
No
Rural
Yes
3,366
2,200
360
0
Male
1
LP001197
N
135
Graduate
No
Urban
Yes
8,080
2,250
360
1
Male
1
LP001198
Y
180
Not Graduate
No
Urban
Yes
3,357
2,859
360
2
Male
1
LP001199
Y
144
Graduate
No
Urban
Yes
2,500
3,796
360
0
Male
1
LP001205
Y
120
Graduate
No
Urban
Yes
3,029
0
360
3+
Male
1
LP001206
Y
99
Not Graduate
Yes
Rural
Yes
2,609
3,449
180
0
Male
0
LP001207
N
165
Graduate
No
Rural
Yes
4,945
0
360
1
Male
0
LP001213
N
null
Graduate
No
Semiurban
No
4,166
0
360
0
Female
0
LP001222
N
116
Graduate
No
Semiurban
Yes
5,726
4,595
360
0
Male
1
LP001225
N
258
Not Graduate
No
Urban
No
3,200
2,254
180
0
Male
0
LP001228
N
126
Graduate
No
Urban
Yes
10,750
0
360
1
Male
1
LP001233
Y
312
Not Graduate
Yes
Urban
Yes
7,100
0
60
3+
Male
1
LP001238
Y
125
Graduate
No
Semiurban
No
4,300
0
360
0
Female
0
LP001241
N
136
Graduate
No
Urban
Yes
3,208
3,066
360
0
Male
1
LP001243
Y
172
Not Graduate
Yes
Semiurban
Yes
1,875
1,875
360
2
Male
1
LP001245
Y
97
Graduate
No
Semiurban
No
3,500
0
300
0
Male
1
LP001248
Y
81
Not Graduate
No
Semiurban
Yes
4,755
0
null
3+
Male
0
LP001250
N
95
Graduate
Yes
Semiurban
Yes
5,266
1,774
360
3+
Male
1
LP001253
Y
187
Graduate
No
Urban
No
3,750
0
480
0
Male
1
LP001255
N
113
Graduate
No
Urban
No
3,750
4,750
360
0
Male
1
LP001256
N
176
Graduate
Yes
Urban
Yes
1,000
3,022
360
1
Male
1
LP001259
N
110
Graduate
No
Semiurban
Yes
3,167
4,000
300
3+
Male
0
LP001263
N
180
Not Graduate
Yes
Semiurban
Yes
3,333
2,166
360
3+
Male
null
LP001264
Y
130
Graduate
No
Semiurban
No
3,846
0
360
0
Female
1
LP001265
Y
111
Graduate
Yes
Semiurban
Yes
2,395
0
360
1
Male
1
LP001266
Y
null
Graduate
No
Urban
Yes
1,378
1,881
360
2
Female
1
LP001267
N
167
Graduate
No
Semiurban
Yes
6,000
2,250
360
0
Male
null
LP001273
N
265
Graduate
No
Urban
Yes
3,988
0
240
1
Male
1
LP001275
Y
50
Graduate
No
Semiurban
No
2,366
2,531
360
0
Male
1
LP001279
Y
136
Not Graduate
No
Semiurban
Yes
3,333
2,000
360
2
Male
null
LP001280
Y
99
Graduate
No
Semiurban
Yes
2,500
2,118
360
0
Male
1
LP001282
Y
104
Graduate
No
Urban
No
8,566
0
360
0
Male
1
LP001289
Y
210
Graduate
No
Semiurban
Yes
5,695
4,167
360
0
Male
1
LP001310
Y
175
Graduate
No
Semiurban
Yes
2,958
2,900
360
0
Male
1
LP001316
Y
131
Graduate
No
Semiurban
Yes
6,250
5,654
180
2
Male
1
LP001318
Y
188
Not Graduate
No
Urban
Yes
3,273
1,820
360
2
Male
1
LP001319
Y
81
Graduate
No
Semiurban
No
4,133
0
360
0
Male
1
LP001322
Y
122
Not Graduate
No
Semiurban
No
3,620
0
120
0
Male
1
LP001325
Y
25
Graduate
Urban
No
6,782
0
360
0
Male
null
LP001326
N
null
Graduate
No
Semiurban
Yes
2,484
2,302
360
0
Female
1
LP001327
Y
137
Graduate
No
Semiurban
Yes
1,977
997
360
0
Male
1
LP001333
Y
50
Not Graduate
No
Semiurban
Yes
4,188
0
180
0
Male
1
LP001334
Y
115
Graduate
No
Semiurban
Yes
1,759
3,541
360
0
Male
1
LP001343
Y
131
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