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