diff --git "a/new_data/loan_pred-train.csv" "b/new_data/loan_pred-train.csv"
--- "a/new_data/loan_pred-train.csv"
+++ "b/new_data/loan_pred-train.csv"
@@ -1,7 +1,5 @@
-Gender,Loan_ID,Gender.1,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status,great,list,text,html,latex,json
-Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP001273, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 2250.0, LoanAmount is 265.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001273
- - Gender.1 : Male
+,Gender,Loan_ID,Gender.1,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status,great,list,text,html,latex,json,LIFT
+0,Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 2250.0, LoanAmount is 265.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -11,13 +9,11 @@ Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gende
- LoanAmount : 265.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001273. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 2250.0. The LoanAmount is 265.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 2250.0. The LoanAmount is 265.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -34,8 +30,6 @@ Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gende
| 0 |
Male |
- LP001273 |
- Male |
Yes |
0 |
Graduate |
@@ -48,17 +42,12 @@ Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001273 & Male & Yes & 0 & Graduate & No & 6000 & 2250.000000 & 265.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 6000 & 2250.000000 & 265.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 2250.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 265.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001273', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001316, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2958, CoapplicantIncome is 2900.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001316
- - Gender.1 : Male
+","{'ApplicantIncome': 6000, 'CoapplicantIncome': 2250.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 265.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 265.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6000 dollars and his co-applicant earns 2250.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+1,Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2958, CoapplicantIncome is 2900.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -68,13 +57,11 @@ Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 131.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001316. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2958. The CoapplicantIncome is 2900.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2958. The CoapplicantIncome is 2900.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -91,8 +78,6 @@ Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001316 |
- Male |
Yes |
0 |
Graduate |
@@ -105,17 +90,12 @@ Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001316 & Male & Yes & 0 & Graduate & No & 2958 & 2900.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2958 & 2900.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2958, 'CoapplicantIncome': 2900.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001316', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001758, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 1695.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001758
- - Gender.1 : Male
+","{'ApplicantIncome': 2958, 'CoapplicantIncome': 2900.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 131.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2958 dollars and his co-applicant earns 2900.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+2,Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 1695.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -125,13 +105,11 @@ Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 210.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001758. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 1695.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 1695.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -148,8 +126,6 @@ Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001758 |
- Male |
Yes |
2 |
Graduate |
@@ -162,17 +138,12 @@ Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001758 & Male & Yes & 2 & Graduate & No & 6250 & 1695.000000 & 210.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 6250 & 1695.000000 & 210.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6250, 'CoapplicantIncome': 1695.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 210.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001758', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002537, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2083, CoapplicantIncome is 3150.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002537
- - Gender.1 : Male
+","{'ApplicantIncome': 6250, 'CoapplicantIncome': 1695.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 210.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 210.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6250 dollars and his co-applicant earns 1695.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+3,Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2083, CoapplicantIncome is 3150.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -182,13 +153,11 @@ Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 128.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002537. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2083. The CoapplicantIncome is 3150.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2083. The CoapplicantIncome is 3150.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -205,8 +174,6 @@ Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002537 |
- Male |
Yes |
0 |
Graduate |
@@ -219,17 +186,12 @@ Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002537 & Male & Yes & 0 & Graduate & No & 2083 & 3150.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2083 & 3150.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2083, 'CoapplicantIncome': 3150.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002537', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002493, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002493
- - Gender.1 : Male
+","{'ApplicantIncome': 2083, 'CoapplicantIncome': 3150.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2083 dollars and his co-applicant earns 3150.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+4,Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -239,13 +201,11 @@ Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender
- LoanAmount : 98.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002493. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -262,8 +222,6 @@ Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender
| 0 |
Male |
- LP002493 |
- Male |
No |
0 |
Graduate |
@@ -276,17 +234,12 @@ Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002493 & Male & No & 0 & Graduate & No & 4166 & 0.000000 & 98.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4166 & 0.000000 & 98.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002493', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002191, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 19730, CoapplicantIncome is 5266.0, LoanAmount is 570.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002191
- - Gender.1 : Male
+","{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 98.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4166 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+5,Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 19730, CoapplicantIncome is 5266.0, LoanAmount is 570.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -296,13 +249,11 @@ Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gende
- LoanAmount : 570.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002191. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 19730. The CoapplicantIncome is 5266.0. The LoanAmount is 570.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 19730. The CoapplicantIncome is 5266.0. The LoanAmount is 570.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -319,8 +270,6 @@ Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gende
| 0 |
Male |
- LP002191 |
- Male |
Yes |
0 |
Graduate |
@@ -333,17 +282,12 @@ Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002191 & Male & Yes & 0 & Graduate & No & 19730 & 5266.000000 & 570.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 19730 & 5266.000000 & 570.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 19730, 'CoapplicantIncome': 5266.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 570.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002191', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP001264, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3333, CoapplicantIncome is 2166.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001264
- - Gender.1 : Male
+","{'ApplicantIncome': 19730, 'CoapplicantIncome': 5266.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 570.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 570.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 19730 dollars and his co-applicant earns 5266.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+6,Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3333, CoapplicantIncome is 2166.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -353,13 +297,11 @@ Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001264. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3333. The CoapplicantIncome is 2166.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3333. The CoapplicantIncome is 2166.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -376,8 +318,6 @@ Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,
| 0 |
Male |
- LP001264 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -390,17 +330,12 @@ Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001264 & Male & Yes & 3+ & Not Graduate & Yes & 3333 & 2166.000000 & 130.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & Yes & 3333 & 2166.000000 & 130.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 2166.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001264', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-,LP001050,,Yes,2,Not Graduate,No,3365,1917.0,112.0,360.0,0.0,Rural,N,"Gender is None, Loan_ID is LP001050, Gender.1 is None, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3365, CoapplicantIncome is 1917.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : None
- - Loan_ID : LP001050
- - Gender.1 : None
+","{'ApplicantIncome': 3333, 'CoapplicantIncome': 2166.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is self employed. He earns 3333 dollars and his co-applicant earns 2166.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+7,,LP001050,,Yes,2,Not Graduate,No,3365,1917.0,112.0,360.0,0.0,Rural,N,"Gender is None, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3365, CoapplicantIncome is 1917.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : None
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -410,13 +345,11 @@ Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,
- LoanAmount : 112.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is None. The Loan_ID is LP001050. The Gender.1 is None. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3365. The CoapplicantIncome is 1917.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is None. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3365. The CoapplicantIncome is 1917.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -433,8 +366,6 @@ Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,
| 0 |
None |
- LP001050 |
- None |
Yes |
2 |
Not Graduate |
@@ -447,17 +378,12 @@ Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP001050 & NaN & Yes & 2 & Not Graduate & No & 3365 & 1917.000000 & 112.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 2 & Not Graduate & No & 3365 & 1917.000000 & 112.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3365, 'CoapplicantIncome': 1917.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001050', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001639, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3625, CoapplicantIncome is 0.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001639
- - Gender.1 : Female
+","{'ApplicantIncome': 3365, 'CoapplicantIncome': 1917.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': None, 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 112.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3365 dollars and his co-applicant earns 1917.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+8,Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3625, CoapplicantIncome is 0.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -467,13 +393,11 @@ Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 108.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001639. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3625. The CoapplicantIncome is 0.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3625. The CoapplicantIncome is 0.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -490,8 +414,6 @@ Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"G
| 0 |
Female |
- LP001639 |
- Female |
Yes |
0 |
Graduate |
@@ -504,17 +426,12 @@ Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001639 & Female & Yes & 0 & Graduate & No & 3625 & 0.000000 & 108.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 3625 & 0.000000 & 108.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3625, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001639', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001935, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9508, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001935
- - Gender.1 : Male
+","{'ApplicantIncome': 3625, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 108.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3625 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+9,Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9508, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -524,13 +441,11 @@ Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001935. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9508. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9508. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -547,8 +462,6 @@ Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP001935 |
- Male |
No |
0 |
Graduate |
@@ -561,17 +474,12 @@ Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001935 & Male & No & 0 & Graduate & No & 9508 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 9508 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 9508, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001935', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002706, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5285, CoapplicantIncome is 1430.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002706
- - Gender.1 : Male
+","{'ApplicantIncome': 9508, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9508 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+10,Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5285, CoapplicantIncome is 1430.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -581,13 +489,11 @@ Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y
- LoanAmount : 161.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002706. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5285. The CoapplicantIncome is 1430.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5285. The CoapplicantIncome is 1430.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -604,8 +510,6 @@ Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y
| 0 |
Male |
- LP002706 |
- Male |
Yes |
1 |
Not Graduate |
@@ -618,17 +522,12 @@ Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002706 & Male & Yes & 1 & Not Graduate & No & 5285 & 1430.000000 & 161.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 5285 & 1430.000000 & 161.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5285, 'CoapplicantIncome': 1430.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 161.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002706', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002862, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6125, CoapplicantIncome is 1625.0, LoanAmount is 187.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002862
- - Gender.1 : Male
+","{'ApplicantIncome': 5285, 'CoapplicantIncome': 1430.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 161.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 161.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 5285 dollars and his co-applicant earns 1430.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+11,Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6125, CoapplicantIncome is 1625.0, LoanAmount is 187.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -638,13 +537,11 @@ Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N
- LoanAmount : 187.0
- Loan_Amount_Term : 480.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002862. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6125. The CoapplicantIncome is 1625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6125. The CoapplicantIncome is 1625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -661,8 +558,6 @@ Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N
| 0 |
Male |
- LP002862 |
- Male |
Yes |
2 |
Not Graduate |
@@ -675,17 +570,12 @@ Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002862 & Male & Yes & 2 & Not Graduate & No & 6125 & 1625.000000 & 187.000000 & 480.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 6125 & 1625.000000 & 187.000000 & 480.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6125, 'CoapplicantIncome': 1625.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002862', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002369, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2920, CoapplicantIncome is 16.12000084, LoanAmount is 87.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002369
- - Gender.1 : Male
+","{'ApplicantIncome': 6125, 'CoapplicantIncome': 1625.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 480.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 40.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 6125 dollars and his co-applicant earns 1625.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+12,Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2920, CoapplicantIncome is 16.12000084, LoanAmount is 87.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -695,13 +585,11 @@ Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Ge
- LoanAmount : 87.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002369. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2920. The CoapplicantIncome is 16.12000084. The LoanAmount is 87.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2920. The CoapplicantIncome is 16.12000084. The LoanAmount is 87.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -718,8 +606,6 @@ Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Ge
| 0 |
Male |
- LP002369 |
- Male |
Yes |
0 |
Graduate |
@@ -732,17 +618,12 @@ Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002369 & Male & Yes & 0 & Graduate & No & 2920 & 16.120001 & 87.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2920 & 16.120001 & 87.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2920, 'CoapplicantIncome': 16.12000084, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 87.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002369', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001574, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3707, CoapplicantIncome is 3166.0, LoanAmount is 182.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001574
- - Gender.1 : Male
+","{'ApplicantIncome': 2920, 'CoapplicantIncome': 16.12000084, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 87.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 87.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2920 dollars and his co-applicant earns 16.12000084 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+13,Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3707, CoapplicantIncome is 3166.0, LoanAmount is 182.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -752,13 +633,11 @@ Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is M
- LoanAmount : 182.0
- Loan_Amount_Term : None
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001574. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3707. The CoapplicantIncome is 3166.0. The LoanAmount is 182.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3707. The CoapplicantIncome is 3166.0. The LoanAmount is 182.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -775,8 +654,6 @@ Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is M
| 0 |
Male |
- LP001574 |
- Male |
Yes |
0 |
Graduate |
@@ -789,17 +666,12 @@ Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is M
Rural |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001574 & Male & Yes & 0 & Graduate & No & 3707 & 3166.000000 & 182.000000 & NaN & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3707 & 3166.000000 & 182.000000 & None & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3707, 'CoapplicantIncome': 3166.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 182.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001574', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002319, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6256, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002319
- - Gender.1 : Male
+","{'ApplicantIncome': 3707, 'CoapplicantIncome': 3166.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 182.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 182.0 dollars for unknown months. He has a credit history. He is a graduate and is not self employed. He earns 3707 dollars and his co-applicant earns 3166.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+14,Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6256, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -809,13 +681,11 @@ Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002319. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6256. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6256. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -832,8 +702,6 @@ Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male
| 0 |
Male |
- LP002319 |
- Male |
Yes |
0 |
Graduate |
@@ -846,17 +714,12 @@ Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002319 & Male & Yes & 0 & Graduate & NaN & 6256 & 0.000000 & 160.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & None & 6256 & 0.000000 & 160.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 6256, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002319', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002699, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 17500, CoapplicantIncome is 0.0, LoanAmount is 400.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002699
- - Gender.1 : Male
+","{'ApplicantIncome': 6256, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and has unknown self employment status. He earns 6256 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+15,Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 17500, CoapplicantIncome is 0.0, LoanAmount is 400.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -866,13 +729,11 @@ Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 400.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002699. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 17500. The CoapplicantIncome is 0.0. The LoanAmount is 400.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 17500. The CoapplicantIncome is 0.0. The LoanAmount is 400.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -889,8 +750,6 @@ Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002699 |
- Male |
Yes |
2 |
Graduate |
@@ -903,17 +762,12 @@ Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002699 & Male & Yes & 2 & Graduate & Yes & 17500 & 0.000000 & 400.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 17500 & 0.000000 & 400.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 17500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 400.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002699', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001020, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12841, CoapplicantIncome is 10968.0, LoanAmount is 349.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001020
- - Gender.1 : Male
+","{'ApplicantIncome': 17500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 400.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 400.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 17500 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+16,Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12841, CoapplicantIncome is 10968.0, LoanAmount is 349.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -923,13 +777,11 @@ Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N,"
- LoanAmount : 349.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001020. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12841. The CoapplicantIncome is 10968.0. The LoanAmount is 349.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12841. The CoapplicantIncome is 10968.0. The LoanAmount is 349.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -946,8 +798,6 @@ Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N,"
| 0 |
Male |
- LP001020 |
- Male |
Yes |
1 |
Graduate |
@@ -960,17 +810,12 @@ Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001020 & Male & Yes & 1 & Graduate & No & 12841 & 10968.000000 & 349.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 12841 & 10968.000000 & 349.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 12841, 'CoapplicantIncome': 10968.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 349.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001020', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002175, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 2333.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002175
- - Gender.1 : Male
+","{'ApplicantIncome': 12841, 'CoapplicantIncome': 10968.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 349.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 349.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 12841 dollars and his co-applicant earns 10968.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+17,Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 2333.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -980,13 +825,11 @@ Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002175. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 2333.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 2333.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1003,8 +846,6 @@ Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002175 |
- Male |
Yes |
0 |
Graduate |
@@ -1017,17 +858,12 @@ Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002175 & Male & Yes & 0 & Graduate & No & 4750 & 2333.000000 & 130.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 4750 & 2333.000000 & 130.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4750, 'CoapplicantIncome': 2333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002175', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002555, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 2083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002555
- - Gender.1 : Male
+","{'ApplicantIncome': 4750, 'CoapplicantIncome': 2333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4750 dollars and his co-applicant earns 2333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+18,Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 2083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -1037,13 +873,11 @@ Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002555. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 2083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 2083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1060,8 +894,6 @@ Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"G
| 0 |
Male |
- LP002555 |
- Male |
Yes |
2 |
Graduate |
@@ -1074,17 +906,12 @@ Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002555 & Male & Yes & 2 & Graduate & Yes & 4583 & 2083.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 4583 & 2083.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002555', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002367, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4606, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002367
- - Gender.1 : Female
+","{'ApplicantIncome': 4583, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 4583 dollars and his co-applicant earns 2083.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+19,Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4606, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 1
- Education : Not Graduate
@@ -1094,13 +921,11 @@ Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gen
- LoanAmount : 81.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002367. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4606. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4606. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1117,8 +942,6 @@ Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gen
| 0 |
Female |
- LP002367 |
- Female |
No |
1 |
Not Graduate |
@@ -1131,17 +954,12 @@ Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gen
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002367 & Female & No & 1 & Not Graduate & No & 4606 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Not Graduate & No & 4606 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4606, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002367', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender is Female, Loan_ID is LP002949, Gender.1 is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 416, CoapplicantIncome is 41667.0, LoanAmount is 350.0, Loan_Amount_Term is 180.0, Credit_History is None, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002949
- - Gender.1 : Female
+","{'ApplicantIncome': 4606, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 81.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 4606 dollars. She has 1 person that she is liable to provide maintenance for. She lives in rural area.
+20,Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 416, CoapplicantIncome is 41667.0, LoanAmount is 350.0, Loan_Amount_Term is 180.0, Credit_History is None, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 3+
- Education : Graduate
@@ -1151,13 +969,11 @@ Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender
- LoanAmount : 350.0
- Loan_Amount_Term : 180.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002949. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 416. The CoapplicantIncome is 41667.0. The LoanAmount is 350.0. The Loan_Amount_Term is 180.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 416. The CoapplicantIncome is 41667.0. The LoanAmount is 350.0. The Loan_Amount_Term is 180.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1174,8 +990,6 @@ Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender
| 0 |
Female |
- LP002949 |
- Female |
No |
3+ |
Graduate |
@@ -1188,17 +1002,12 @@ Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002949 & Female & No & 3+ & Graduate & NaN & 416 & 41667.000000 & 350.000000 & 180.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 3+ & Graduate & None & 416 & 41667.000000 & 350.000000 & 180.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 416, 'CoapplicantIncome': 41667.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 350.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002949', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002234, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7167, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002234
- - Gender.1 : Male
+","{'ApplicantIncome': 416, 'CoapplicantIncome': 41667.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 350.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 350.0 dollars for 15.0 months. She has unknown credit history. She is a graduate and has unknown self employment status. She earns 416 dollars and her co-applicant earns 41667.0 dollars. She has 3+ people that she is liable to provide maintenance for. She lives in urban area.
+21,Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7167, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -1208,13 +1017,11 @@ Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 128.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002234. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7167. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7167. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1231,8 +1038,6 @@ Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP002234 |
- Male |
No |
0 |
Graduate |
@@ -1245,17 +1050,12 @@ Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002234 & Male & No & 0 & Graduate & Yes & 7167 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 7167 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 7167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002234', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001275, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3988, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001275
- - Gender.1 : Male
+","{'ApplicantIncome': 7167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 7167 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+22,Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3988, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -1265,13 +1065,11 @@ Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is
- LoanAmount : 50.0
- Loan_Amount_Term : 240.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001275. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3988. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3988. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1288,8 +1086,6 @@ Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001275 |
- Male |
Yes |
1 |
Graduate |
@@ -1302,17 +1098,12 @@ Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001275 & Male & Yes & 1 & Graduate & No & 3988 & 0.000000 & 50.000000 & 240.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3988 & 0.000000 & 50.000000 & 240.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3988, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 240.0, 'Loan_ID': 'LP001275', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001875, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4095, CoapplicantIncome is 3447.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001875
- - Gender.1 : Male
+","{'ApplicantIncome': 3988, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 240.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 50.0 dollars for 20.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3988 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+23,Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4095, CoapplicantIncome is 3447.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -1322,13 +1113,11 @@ Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 151.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001875. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4095. The CoapplicantIncome is 3447.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4095. The CoapplicantIncome is 3447.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1345,8 +1134,6 @@ Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001875 |
- Male |
No |
0 |
Graduate |
@@ -1359,17 +1146,12 @@ Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001875 & Male & No & 0 & Graduate & No & 4095 & 3447.000000 & 151.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4095 & 3447.000000 & 151.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4095, 'CoapplicantIncome': 3447.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 151.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001875', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001673, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11000, CoapplicantIncome is 0.0, LoanAmount is 83.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001673
- - Gender.1 : Male
+","{'ApplicantIncome': 4095, 'CoapplicantIncome': 3447.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 151.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 151.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4095 dollars and his co-applicant earns 3447.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+24,Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11000, CoapplicantIncome is 0.0, LoanAmount is 83.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -1379,13 +1161,11 @@ Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is
- LoanAmount : 83.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001673. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11000. The CoapplicantIncome is 0.0. The LoanAmount is 83.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11000. The CoapplicantIncome is 0.0. The LoanAmount is 83.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1402,8 +1182,6 @@ Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is
| 0 |
Male |
- LP001673 |
- Male |
No |
0 |
Graduate |
@@ -1416,17 +1194,12 @@ Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001673 & Male & No & 0 & Graduate & Yes & 11000 & 0.000000 & 83.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 11000 & 0.000000 & 83.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 11000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 83.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001673', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002945, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9963, CoapplicantIncome is 0.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002945
- - Gender.1 : Male
+","{'ApplicantIncome': 11000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 83.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 83.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 11000 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+25,Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9963, CoapplicantIncome is 0.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -1436,13 +1209,11 @@ Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender i
- LoanAmount : 180.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002945. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9963. The CoapplicantIncome is 0.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9963. The CoapplicantIncome is 0.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1459,8 +1230,6 @@ Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender i
| 0 |
Male |
- LP002945 |
- Male |
Yes |
0 |
Graduate |
@@ -1473,17 +1242,12 @@ Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002945 & Male & Yes & 0 & Graduate & Yes & 9963 & 0.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & Yes & 9963 & 0.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 9963, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002945', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002732, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2550, CoapplicantIncome is 2042.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002732
- - Gender.1 : Male
+","{'ApplicantIncome': 9963, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 9963 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+26,Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2550, CoapplicantIncome is 2042.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -1493,13 +1257,11 @@ Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 126.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002732. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2550. The CoapplicantIncome is 2042.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2550. The CoapplicantIncome is 2042.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1516,8 +1278,6 @@ Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP002732 |
- Male |
No |
0 |
Not Graduate |
@@ -1530,17 +1290,12 @@ Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002732 & Male & No & 0 & Not Graduate & NaN & 2550 & 2042.000000 & 126.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & None & 2550 & 2042.000000 & 126.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2550, 'CoapplicantIncome': 2042.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002732', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002502, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 210, CoapplicantIncome is 2917.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002502
- - Gender.1 : Female
+","{'ApplicantIncome': 2550, 'CoapplicantIncome': 2042.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 126.0 dollars for 30.0 months. He has a credit history. He is not a graduate and has unknown self employment status. He earns 2550 dollars and his co-applicant earns 2042.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+27,Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 210, CoapplicantIncome is 2917.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -1550,13 +1305,11 @@ Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y
- LoanAmount : 98.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002502. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 210. The CoapplicantIncome is 2917.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 210. The CoapplicantIncome is 2917.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1573,8 +1326,6 @@ Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y
| 0 |
Female |
- LP002502 |
- Female |
Yes |
2 |
Not Graduate |
@@ -1587,17 +1338,12 @@ Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002502 & Female & Yes & 2 & Not Graduate & NaN & 210 & 2917.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 2 & Not Graduate & None & 210 & 2917.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 210, 'CoapplicantIncome': 2917.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002502', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002894, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 0.0, LoanAmount is 36.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002894
- - Gender.1 : Female
+","{'ApplicantIncome': 210, 'CoapplicantIncome': 2917.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A married female individual is applying for a loan of 98.0 dollars for 30.0 months. She has a credit history. She is not a graduate and has unknown self employment status. She earns 210 dollars and her co-applicant earns 2917.0 dollars. She has 2 people that she is liable to provide maintenance for. She lives in semiurban area.
+28,Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 0.0, LoanAmount is 36.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -1607,13 +1353,11 @@ Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 36.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002894. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 0.0. The LoanAmount is 36.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 0.0. The LoanAmount is 36.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1630,8 +1374,6 @@ Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Female |
- LP002894 |
- Female |
Yes |
0 |
Graduate |
@@ -1644,17 +1386,12 @@ Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002894 & Female & Yes & 0 & Graduate & No & 3166 & 0.000000 & 36.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 3166 & 0.000000 & 36.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 36.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002894', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001938, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4400, CoapplicantIncome is 0.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001938
- - Gender.1 : Male
+","{'ApplicantIncome': 3166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 36.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 36.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3166 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+29,Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4400, CoapplicantIncome is 0.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -1664,13 +1401,11 @@ Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gende
- LoanAmount : 127.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001938. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4400. The CoapplicantIncome is 0.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4400. The CoapplicantIncome is 0.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1687,8 +1422,6 @@ Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gende
| 0 |
Male |
- LP001938 |
- Male |
Yes |
2 |
Graduate |
@@ -1701,17 +1434,12 @@ Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001938 & Male & Yes & 2 & Graduate & No & 4400 & 0.000000 & 127.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 4400 & 0.000000 & 127.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4400, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001938', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001255, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001255
- - Gender.1 : Male
+","{'ApplicantIncome': 4400, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 127.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4400 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+30,Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -1721,13 +1449,11 @@ Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is
- LoanAmount : 113.0
- Loan_Amount_Term : 480.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001255. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1744,8 +1470,6 @@ Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is
| 0 |
Male |
- LP001255 |
- Male |
No |
0 |
Graduate |
@@ -1758,17 +1482,12 @@ Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001255 & Male & No & 0 & Graduate & No & 3750 & 0.000000 & 113.000000 & 480.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3750 & 0.000000 & 113.000000 & 480.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001255', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001319, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3273, CoapplicantIncome is 1820.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001319
- - Gender.1 : Male
+","{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 113.0 dollars for 40.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3750 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+31,Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3273, CoapplicantIncome is 1820.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -1778,13 +1497,11 @@ Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gen
- LoanAmount : 81.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001319. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3273. The CoapplicantIncome is 1820.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3273. The CoapplicantIncome is 1820.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1801,8 +1518,6 @@ Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gen
| 0 |
Male |
- LP001319 |
- Male |
Yes |
2 |
Not Graduate |
@@ -1815,17 +1530,12 @@ Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gen
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001319 & Male & Yes & 2 & Not Graduate & No & 3273 & 1820.000000 & 81.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 3273 & 1820.000000 & 81.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3273, 'CoapplicantIncome': 1820.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001319', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001978, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2500.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001978
- - Gender.1 : Male
+","{'ApplicantIncome': 3273, 'CoapplicantIncome': 1820.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 81.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3273 dollars and his co-applicant earns 1820.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+32,Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2500.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -1835,13 +1545,11 @@ Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 140.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001978. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4000. The CoapplicantIncome is 2500.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4000. The CoapplicantIncome is 2500.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1858,8 +1566,6 @@ Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001978 |
- Male |
No |
0 |
Graduate |
@@ -1872,17 +1578,12 @@ Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001978 & Male & No & 0 & Graduate & No & 4000 & 2500.000000 & 140.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4000 & 2500.000000 & 140.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4000, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001978', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001238, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 7100, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001238
- - Gender.1 : Male
+","{'ApplicantIncome': 4000, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 140.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4000 dollars and his co-applicant earns 2500.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+33,Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 7100, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -1892,13 +1593,11 @@ Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gend
- LoanAmount : 125.0
- Loan_Amount_Term : 60.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001238. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 7100. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 7100. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1915,8 +1614,6 @@ Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gend
| 0 |
Male |
- LP001238 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -1929,17 +1626,12 @@ Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gend
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001238 & Male & Yes & 3+ & Not Graduate & Yes & 7100 & 0.000000 & 125.000000 & 60.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & Yes & 7100 & 0.000000 & 125.000000 & 60.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 7100, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 60.0, 'Loan_ID': 'LP001238', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001032, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4950, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001032
- - Gender.1 : Male
+","{'ApplicantIncome': 7100, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 60.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 125.0 dollars for 5.0 months. He has a credit history. He is not a graduate and is self employed. He earns 7100 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+34,Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4950, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -1949,13 +1641,11 @@ Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 125.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001032. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4950. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4950. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -1972,8 +1662,6 @@ Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001032 |
- Male |
No |
0 |
Graduate |
@@ -1986,17 +1674,12 @@ Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001032 & Male & No & 0 & Graduate & No & 4950 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4950 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4950, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001032', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001711, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3430, CoapplicantIncome is 1250.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001711
- - Gender.1 : Male
+","{'ApplicantIncome': 4950, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 125.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4950 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+35,Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3430, CoapplicantIncome is 1250.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -2006,13 +1689,11 @@ Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"G
- LoanAmount : 128.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001711. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3430. The CoapplicantIncome is 1250.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3430. The CoapplicantIncome is 1250.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2029,8 +1710,6 @@ Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"G
| 0 |
Male |
- LP001711 |
- Male |
Yes |
3+ |
Graduate |
@@ -2043,17 +1722,12 @@ Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001711 & Male & Yes & 3+ & Graduate & No & 3430 & 1250.000000 & 128.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 3430 & 1250.000000 & 128.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3430, 'CoapplicantIncome': 1250.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001711', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001883, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3418, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001883
- - Gender.1 : Female
+","{'ApplicantIncome': 3430, 'CoapplicantIncome': 1250.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3430 dollars and his co-applicant earns 1250.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+36,Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3418, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -2063,13 +1737,11 @@ Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender i
- LoanAmount : 135.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001883. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3418. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3418. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2086,8 +1758,6 @@ Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender i
| 0 |
Female |
- LP001883 |
- Female |
No |
0 |
Graduate |
@@ -2100,17 +1770,12 @@ Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001883 & Female & No & 0 & Graduate & NaN & 3418 & 0.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & None & 3418 & 0.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3418, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001883', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001289, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8566, CoapplicantIncome is 0.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001289
- - Gender.1 : Male
+","{'ApplicantIncome': 3418, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 135.0 dollars for 30.0 months. She has a credit history. She is a graduate and has unknown self employment status. She earns 3418 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+37,Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8566, CoapplicantIncome is 0.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -2120,13 +1785,11 @@ Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 210.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001289. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8566. The CoapplicantIncome is 0.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8566. The CoapplicantIncome is 0.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2143,8 +1806,6 @@ Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001289 |
- Male |
No |
0 |
Graduate |
@@ -2157,17 +1818,12 @@ Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001289 & Male & No & 0 & Graduate & No & 8566 & 0.000000 & 210.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 8566 & 0.000000 & 210.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 8566, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 210.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001289', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002652, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5815, CoapplicantIncome is 3666.0, LoanAmount is 311.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002652
- - Gender.1 : Male
+","{'ApplicantIncome': 8566, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 210.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 210.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8566 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+38,Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5815, CoapplicantIncome is 3666.0, LoanAmount is 311.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -2177,13 +1833,11 @@ Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 311.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002652. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5815. The CoapplicantIncome is 3666.0. The LoanAmount is 311.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5815. The CoapplicantIncome is 3666.0. The LoanAmount is 311.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2200,8 +1854,6 @@ Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP002652 |
- Male |
No |
0 |
Graduate |
@@ -2214,17 +1866,12 @@ Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002652 & Male & No & 0 & Graduate & No & 5815 & 3666.000000 & 311.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 5815 & 3666.000000 & 311.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5815, 'CoapplicantIncome': 3666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 311.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002652', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP001405, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2214, CoapplicantIncome is 1398.0, LoanAmount is 85.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001405
- - Gender.1 : Male
+","{'ApplicantIncome': 5815, 'CoapplicantIncome': 3666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 311.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 311.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5815 dollars and his co-applicant earns 3666.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+39,Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2214, CoapplicantIncome is 1398.0, LoanAmount is 85.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -2234,13 +1881,11 @@ Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is
- LoanAmount : 85.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001405. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2214. The CoapplicantIncome is 1398.0. The LoanAmount is 85.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2214. The CoapplicantIncome is 1398.0. The LoanAmount is 85.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2257,8 +1902,6 @@ Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is
| 0 |
Male |
- LP001405 |
- Male |
Yes |
1 |
Graduate |
@@ -2271,17 +1914,12 @@ Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001405 & Male & Yes & 1 & Graduate & No & 2214 & 1398.000000 & 85.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 2214 & 1398.000000 & 85.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2214, 'CoapplicantIncome': 1398.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 85.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001405', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002272, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3276, CoapplicantIncome is 484.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002272
- - Gender.1 : Male
+","{'ApplicantIncome': 2214, 'CoapplicantIncome': 1398.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 85.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 85.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2214 dollars and his co-applicant earns 1398.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+40,Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3276, CoapplicantIncome is 484.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -2291,13 +1929,11 @@ Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender
- LoanAmount : 135.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002272. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3276. The CoapplicantIncome is 484.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3276. The CoapplicantIncome is 484.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2314,8 +1950,6 @@ Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender
| 0 |
Male |
- LP002272 |
- Male |
Yes |
2 |
Graduate |
@@ -2328,17 +1962,12 @@ Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002272 & Male & Yes & 2 & Graduate & No & 3276 & 484.000000 & 135.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 3276 & 484.000000 & 135.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3276, 'CoapplicantIncome': 484.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002272', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002347, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3246, CoapplicantIncome is 1417.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002347
- - Gender.1 : Male
+","{'ApplicantIncome': 3276, 'CoapplicantIncome': 484.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 135.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 3276 dollars and his co-applicant earns 484.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+41,Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3246, CoapplicantIncome is 1417.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -2348,13 +1977,11 @@ Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 138.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002347. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3246. The CoapplicantIncome is 1417.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3246. The CoapplicantIncome is 1417.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2371,8 +1998,6 @@ Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002347 |
- Male |
Yes |
0 |
Graduate |
@@ -2385,17 +2010,12 @@ Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002347 & Male & Yes & 0 & Graduate & No & 3246 & 1417.000000 & 138.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3246 & 1417.000000 & 138.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3246, 'CoapplicantIncome': 1417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002347', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001098, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1667.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001098
- - Gender.1 : Male
+","{'ApplicantIncome': 3246, 'CoapplicantIncome': 1417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 138.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3246 dollars and his co-applicant earns 1417.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+42,Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1667.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -2405,13 +2025,11 @@ Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 114.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001098. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3500. The CoapplicantIncome is 1667.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3500. The CoapplicantIncome is 1667.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2428,8 +2046,6 @@ Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001098 |
- Male |
Yes |
0 |
Graduate |
@@ -2442,17 +2058,12 @@ Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001098 & Male & Yes & 0 & Graduate & No & 3500 & 1667.000000 & 114.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3500 & 1667.000000 & 114.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3500, 'CoapplicantIncome': 1667.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 114.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001098', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001002, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5849, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001002
- - Gender.1 : Male
+","{'ApplicantIncome': 3500, 'CoapplicantIncome': 1667.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 114.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 114.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3500 dollars and his co-applicant earns 1667.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+43,Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5849, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -2462,13 +2073,11 @@ Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male,
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001002. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5849. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5849. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2485,8 +2094,6 @@ Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male,
| 0 |
Male |
- LP001002 |
- Male |
No |
0 |
Graduate |
@@ -2499,17 +2106,12 @@ Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male,
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001002 & Male & No & 0 & Graduate & No & 5849 & 0.000000 & NaN & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 5849 & 0.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5849, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001002', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002964, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3987, CoapplicantIncome is 1411.0, LoanAmount is 157.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002964
- - Gender.1 : Male
+","{'ApplicantIncome': 5849, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5849 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+44,Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3987, CoapplicantIncome is 1411.0, LoanAmount is 157.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -2519,13 +2121,11 @@ Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Ge
- LoanAmount : 157.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002964. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3987. The CoapplicantIncome is 1411.0. The LoanAmount is 157.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3987. The CoapplicantIncome is 1411.0. The LoanAmount is 157.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2542,8 +2142,6 @@ Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Ge
| 0 |
Male |
- LP002964 |
- Male |
Yes |
2 |
Not Graduate |
@@ -2556,17 +2154,12 @@ Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002964 & Male & Yes & 2 & Not Graduate & No & 3987 & 1411.000000 & 157.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 3987 & 1411.000000 & 157.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3987, 'CoapplicantIncome': 1411.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 157.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002964', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001610, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5516, CoapplicantIncome is 11300.0, LoanAmount is 495.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001610
- - Gender.1 : Male
+","{'ApplicantIncome': 3987, 'CoapplicantIncome': 1411.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 157.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 157.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3987 dollars and his co-applicant earns 1411.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+45,Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5516, CoapplicantIncome is 11300.0, LoanAmount is 495.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -2576,13 +2169,11 @@ Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N,"
- LoanAmount : 495.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001610. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5516. The CoapplicantIncome is 11300.0. The LoanAmount is 495.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5516. The CoapplicantIncome is 11300.0. The LoanAmount is 495.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2599,8 +2190,6 @@ Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N,"
| 0 |
Male |
- LP001610 |
- Male |
Yes |
3+ |
Graduate |
@@ -2613,17 +2202,12 @@ Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001610 & Male & Yes & 3+ & Graduate & No & 5516 & 11300.000000 & 495.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 5516 & 11300.000000 & 495.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5516, 'CoapplicantIncome': 11300.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 495.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001610', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002149, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 3167.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002149
- - Gender.1 : Male
+","{'ApplicantIncome': 5516, 'CoapplicantIncome': 11300.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 495.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 495.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 5516 dollars and his co-applicant earns 11300.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+46,Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 3167.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -2633,13 +2217,11 @@ Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 165.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002149. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 3167.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 3167.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2656,8 +2238,6 @@ Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002149 |
- Male |
Yes |
2 |
Graduate |
@@ -2670,17 +2250,12 @@ Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002149 & Male & Yes & 2 & Graduate & No & 8333 & 3167.000000 & 165.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 8333 & 3167.000000 & 165.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 8333, 'CoapplicantIncome': 3167.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002149', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002287, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1500, CoapplicantIncome is 1800.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002287
- - Gender.1 : Female
+","{'ApplicantIncome': 8333, 'CoapplicantIncome': 3167.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 165.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8333 dollars and his co-applicant earns 3167.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+47,Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1500, CoapplicantIncome is 1800.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -2690,13 +2265,11 @@ Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N,
- LoanAmount : 103.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002287. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1500. The CoapplicantIncome is 1800.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1500. The CoapplicantIncome is 1800.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2713,8 +2286,6 @@ Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N,
| 0 |
Female |
- LP002287 |
- Female |
No |
0 |
Graduate |
@@ -2727,17 +2298,12 @@ Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002287 & Female & No & 0 & Graduate & No & 1500 & 1800.000000 & 103.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 1500 & 1800.000000 & 103.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1500, 'CoapplicantIncome': 1800.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002287', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002602, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6283, CoapplicantIncome is 4416.0, LoanAmount is 209.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002602
- - Gender.1 : Male
+","{'ApplicantIncome': 1500, 'CoapplicantIncome': 1800.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 103.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 1500 dollars and her co-applicant earns 1800.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+48,Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6283, CoapplicantIncome is 4416.0, LoanAmount is 209.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -2747,13 +2313,11 @@ Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender
- LoanAmount : 209.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002602. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6283. The CoapplicantIncome is 4416.0. The LoanAmount is 209.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6283. The CoapplicantIncome is 4416.0. The LoanAmount is 209.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2770,8 +2334,6 @@ Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender
| 0 |
Male |
- LP002602 |
- Male |
No |
0 |
Graduate |
@@ -2784,17 +2346,12 @@ Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002602 & Male & No & 0 & Graduate & No & 6283 & 4416.000000 & 209.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 6283 & 4416.000000 & 209.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6283, 'CoapplicantIncome': 4416.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 209.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002602', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP001864, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4931, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001864
- - Gender.1 : Male
+","{'ApplicantIncome': 6283, 'CoapplicantIncome': 4416.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 209.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 209.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 6283 dollars and his co-applicant earns 4416.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+49,Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4931, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -2804,13 +2361,11 @@ Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gen
- LoanAmount : 128.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001864. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4931. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4931. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2827,8 +2382,6 @@ Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gen
| 0 |
Male |
- LP001864 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -2841,17 +2394,12 @@ Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001864 & Male & Yes & 3+ & Not Graduate & No & 4931 & 0.000000 & 128.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & No & 4931 & 0.000000 & 128.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4931, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001864', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001047, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1911.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001047
- - Gender.1 : Male
+","{'ApplicantIncome': 4931, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 4931 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+50,Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1911.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -2861,13 +2409,11 @@ Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N
- LoanAmount : 116.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001047. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1911.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1911.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2884,8 +2430,6 @@ Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N
| 0 |
Male |
- LP001047 |
- Male |
Yes |
0 |
Not Graduate |
@@ -2898,17 +2442,12 @@ Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001047 & Male & Yes & 0 & Not Graduate & No & 2600 & 1911.000000 & 116.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 2600 & 1911.000000 & 116.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 1911.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001047', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002459, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4301, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002459
- - Gender.1 : Male
+","{'ApplicantIncome': 2600, 'CoapplicantIncome': 1911.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 116.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2600 dollars and his co-applicant earns 1911.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+51,Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4301, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -2918,13 +2457,11 @@ Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 118.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002459. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4301. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4301. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2941,8 +2478,6 @@ Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP002459 |
- Male |
Yes |
0 |
Graduate |
@@ -2955,17 +2490,12 @@ Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002459 & Male & Yes & 0 & Graduate & No & 4301 & 0.000000 & 118.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 4301 & 0.000000 & 118.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4301, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002459', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001404, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 2283.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001404
- - Gender.1 : Female
+","{'ApplicantIncome': 4301, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 118.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4301 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+52,Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 2283.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -2975,13 +2505,11 @@ Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y
- LoanAmount : 154.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001404. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3167. The CoapplicantIncome is 2283.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3167. The CoapplicantIncome is 2283.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -2998,8 +2526,6 @@ Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y
| 0 |
Female |
- LP001404 |
- Female |
Yes |
0 |
Graduate |
@@ -3012,17 +2538,12 @@ Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001404 & Female & Yes & 0 & Graduate & No & 3167 & 2283.000000 & 154.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 3167 & 2283.000000 & 154.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3167, 'CoapplicantIncome': 2283.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 154.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001404', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001310, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5695, CoapplicantIncome is 4167.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001310
- - Gender.1 : Male
+","{'ApplicantIncome': 3167, 'CoapplicantIncome': 2283.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 154.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 154.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3167 dollars and her co-applicant earns 2283.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+53,Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5695, CoapplicantIncome is 4167.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -3032,13 +2553,11 @@ Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 175.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001310. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5695. The CoapplicantIncome is 4167.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5695. The CoapplicantIncome is 4167.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3055,8 +2574,6 @@ Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001310 |
- Male |
Yes |
0 |
Graduate |
@@ -3069,17 +2586,12 @@ Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001310 & Male & Yes & 0 & Graduate & No & 5695 & 4167.000000 & 175.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 5695 & 4167.000000 & 175.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5695, 'CoapplicantIncome': 4167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001310', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP002898, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1880, CoapplicantIncome is 0.0, LoanAmount is 61.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002898
- - Gender.1 : Male
+","{'ApplicantIncome': 5695, 'CoapplicantIncome': 4167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 175.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5695 dollars and his co-applicant earns 4167.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+54,Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1880, CoapplicantIncome is 0.0, LoanAmount is 61.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -3089,13 +2601,11 @@ Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Mal
- LoanAmount : 61.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002898. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1880. The CoapplicantIncome is 0.0. The LoanAmount is 61.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1880. The CoapplicantIncome is 0.0. The LoanAmount is 61.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3112,8 +2622,6 @@ Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Mal
| 0 |
Male |
- LP002898 |
- Male |
Yes |
1 |
Graduate |
@@ -3126,17 +2634,12 @@ Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Mal
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002898 & Male & Yes & 1 & Graduate & No & 1880 & 0.000000 & 61.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 1880 & 0.000000 & 61.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 1880, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 61.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002898', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002422, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 37719, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002422
- - Gender.1 : Male
+","{'ApplicantIncome': 1880, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 61.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 61.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 1880 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+55,Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 37719, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 1
- Education : Graduate
@@ -3146,13 +2649,11 @@ Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 152.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002422. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 37719. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 37719. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3169,8 +2670,6 @@ Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP002422 |
- Male |
No |
1 |
Graduate |
@@ -3183,17 +2682,12 @@ Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002422 & Male & No & 1 & Graduate & No & 37719 & 0.000000 & 152.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Graduate & No & 37719 & 0.000000 & 152.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 37719, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002422', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001038, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4887, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001038
- - Gender.1 : Male
+","{'ApplicantIncome': 37719, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 152.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 37719 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+56,Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4887, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -3203,13 +2697,11 @@ Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gende
- LoanAmount : 133.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001038. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4887. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4887. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3226,8 +2718,6 @@ Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gende
| 0 |
Male |
- LP001038 |
- Male |
Yes |
0 |
Not Graduate |
@@ -3240,17 +2730,12 @@ Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001038 & Male & Yes & 0 & Not Graduate & No & 4887 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 4887 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4887, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001038', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002226, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3333, CoapplicantIncome is 2500.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002226
- - Gender.1 : Male
+","{'ApplicantIncome': 4887, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 133.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4887 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+57,Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3333, CoapplicantIncome is 2500.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -3260,13 +2745,11 @@ Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gend
- LoanAmount : 128.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002226. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3333. The CoapplicantIncome is 2500.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3333. The CoapplicantIncome is 2500.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3283,8 +2766,6 @@ Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gend
| 0 |
Male |
- LP002226 |
- Male |
Yes |
0 |
Graduate |
@@ -3297,17 +2778,12 @@ Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002226 & Male & Yes & 0 & Graduate & NaN & 3333 & 2500.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & None & 3333 & 2500.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002226', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002434, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002434
- - Gender.1 : Male
+","{'ApplicantIncome': 3333, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3333 dollars and his co-applicant earns 2500.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+58,Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -3317,13 +2793,11 @@ Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002434. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3340,8 +2814,6 @@ Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP002434 |
- Male |
Yes |
2 |
Not Graduate |
@@ -3354,17 +2826,12 @@ Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002434 & Male & Yes & 2 & Not Graduate & No & 4652 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 4652 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4652, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002434', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001508, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11757, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001508
- - Gender.1 : Male
+","{'ApplicantIncome': 4652, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4652 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+59,Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11757, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -3374,13 +2841,11 @@ Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender i
- LoanAmount : 187.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001508. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11757. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11757. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3397,8 +2862,6 @@ Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender i
| 0 |
Male |
- LP001508 |
- Male |
Yes |
2 |
Graduate |
@@ -3411,17 +2874,12 @@ Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001508 & Male & Yes & 2 & Graduate & No & 11757 & 0.000000 & 187.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 11757 & 0.000000 & 187.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 11757, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001508', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001936, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3075, CoapplicantIncome is 2416.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001936
- - Gender.1 : Male
+","{'ApplicantIncome': 11757, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 11757 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+60,Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3075, CoapplicantIncome is 2416.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -3431,13 +2889,11 @@ Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 139.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001936. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3075. The CoapplicantIncome is 2416.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3075. The CoapplicantIncome is 2416.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3454,8 +2910,6 @@ Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001936 |
- Male |
Yes |
0 |
Graduate |
@@ -3468,17 +2922,12 @@ Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001936 & Male & Yes & 0 & Graduate & No & 3075 & 2416.000000 & 139.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3075 & 2416.000000 & 139.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3075, 'CoapplicantIncome': 2416.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 139.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001936', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gender is Female, Loan_ID is LP002142, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5500, CoapplicantIncome is 0.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002142
- - Gender.1 : Female
+","{'ApplicantIncome': 3075, 'CoapplicantIncome': 2416.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 139.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 139.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3075 dollars and his co-applicant earns 2416.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+61,Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5500, CoapplicantIncome is 0.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -3488,13 +2937,11 @@ Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gend
- LoanAmount : 105.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002142. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5500. The CoapplicantIncome is 0.0. The LoanAmount is 105.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5500. The CoapplicantIncome is 0.0. The LoanAmount is 105.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3511,8 +2958,6 @@ Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gend
| 0 |
Female |
- LP002142 |
- Female |
Yes |
0 |
Graduate |
@@ -3525,17 +2970,12 @@ Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002142 & Female & Yes & 0 & Graduate & Yes & 5500 & 0.000000 & 105.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & Yes & 5500 & 0.000000 & 105.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 105.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002142', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002788, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2454, CoapplicantIncome is 2333.0, LoanAmount is 181.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002788
- - Gender.1 : Male
+","{'ApplicantIncome': 5500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 105.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married female individual is applying for a loan of 105.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is self employed. She earns 5500 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+62,Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2454, CoapplicantIncome is 2333.0, LoanAmount is 181.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -3545,13 +2985,11 @@ Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Ge
- LoanAmount : 181.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002788. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2454. The CoapplicantIncome is 2333.0. The LoanAmount is 181.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2454. The CoapplicantIncome is 2333.0. The LoanAmount is 181.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3568,8 +3006,6 @@ Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Ge
| 0 |
Male |
- LP002788 |
- Male |
Yes |
0 |
Not Graduate |
@@ -3582,17 +3018,12 @@ Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002788 & Male & Yes & 0 & Not Graduate & No & 2454 & 2333.000000 & 181.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 2454 & 2333.000000 & 181.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2454, 'CoapplicantIncome': 2333.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 181.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002788', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002950, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2894, CoapplicantIncome is 2792.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002950
- - Gender.1 : Male
+","{'ApplicantIncome': 2454, 'CoapplicantIncome': 2333.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 181.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 181.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2454 dollars and his co-applicant earns 2333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+63,Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2894, CoapplicantIncome is 2792.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -3602,13 +3033,11 @@ Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gend
- LoanAmount : 155.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002950. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2894. The CoapplicantIncome is 2792.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2894. The CoapplicantIncome is 2792.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3625,8 +3054,6 @@ Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gend
| 0 |
Male |
- LP002950 |
- Male |
Yes |
0 |
Not Graduate |
@@ -3639,17 +3066,12 @@ Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002950 & Male & Yes & 0 & Not Graduate & NaN & 2894 & 2792.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & None & 2894 & 2792.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2894, 'CoapplicantIncome': 2792.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002950', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001868, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2060, CoapplicantIncome is 2209.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001868
- - Gender.1 : Male
+","{'ApplicantIncome': 2894, 'CoapplicantIncome': 2792.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 155.0 dollars for 30.0 months. He has a credit history. He is not a graduate and has unknown self employment status. He earns 2894 dollars and his co-applicant earns 2792.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+64,Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2060, CoapplicantIncome is 2209.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -3659,13 +3081,11 @@ Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 134.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001868. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2060. The CoapplicantIncome is 2209.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2060. The CoapplicantIncome is 2209.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3682,8 +3102,6 @@ Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP001868 |
- Male |
No |
0 |
Graduate |
@@ -3696,17 +3114,12 @@ Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001868 & Male & No & 0 & Graduate & No & 2060 & 2209.000000 & 134.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2060 & 2209.000000 & 134.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2060, 'CoapplicantIncome': 2209.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001868', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002587, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1700.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002587
- - Gender.1 : Male
+","{'ApplicantIncome': 2060, 'CoapplicantIncome': 2209.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 134.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2060 dollars and his co-applicant earns 2209.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+65,Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1700.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -3716,13 +3129,11 @@ Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Ge
- LoanAmount : 107.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002587. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1700.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1700.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3739,8 +3150,6 @@ Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Ge
| 0 |
Male |
- LP002587 |
- Male |
Yes |
0 |
Not Graduate |
@@ -3753,17 +3162,12 @@ Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002587 & Male & Yes & 0 & Not Graduate & No & 2600 & 1700.000000 & 107.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 2600 & 1700.000000 & 107.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 1700.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002587', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002716, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6783, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002716
- - Gender.1 : Male
+","{'ApplicantIncome': 2600, 'CoapplicantIncome': 1700.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 107.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2600 dollars and his co-applicant earns 1700.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+66,Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6783, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -3773,13 +3177,11 @@ Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002716. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6783. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6783. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3796,8 +3198,6 @@ Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002716 |
- Male |
No |
0 |
Not Graduate |
@@ -3810,17 +3210,12 @@ Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002716 & Male & No & 0 & Not Graduate & No & 6783 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 6783 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6783, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002716', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002335, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2149, CoapplicantIncome is 3237.0, LoanAmount is 178.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002335
- - Gender.1 : Female
+","{'ApplicantIncome': 6783, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 6783 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+67,Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2149, CoapplicantIncome is 3237.0, LoanAmount is 178.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -3830,13 +3225,11 @@ Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurb
- LoanAmount : 178.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002335. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2149. The CoapplicantIncome is 3237.0. The LoanAmount is 178.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2149. The CoapplicantIncome is 3237.0. The LoanAmount is 178.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3853,8 +3246,6 @@ Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurb
| 0 |
Female |
- LP002335 |
- Female |
Yes |
0 |
Not Graduate |
@@ -3867,17 +3258,12 @@ Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurb
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002335 & Female & Yes & 0 & Not Graduate & No & 2149 & 3237.000000 & 178.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Not Graduate & No & 2149 & 3237.000000 & 178.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2149, 'CoapplicantIncome': 3237.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 178.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002335', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001578, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2439, CoapplicantIncome is 3333.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001578
- - Gender.1 : Male
+","{'ApplicantIncome': 2149, 'CoapplicantIncome': 3237.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 178.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 178.0 dollars for 30.0 months. She does not have a credit history. She is not a graduate and is not self employed. She earns 2149 dollars and her co-applicant earns 3237.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+68,Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2439, CoapplicantIncome is 3333.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -3887,13 +3273,11 @@ Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 129.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001578. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2439. The CoapplicantIncome is 3333.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2439. The CoapplicantIncome is 3333.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3910,8 +3294,6 @@ Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001578 |
- Male |
Yes |
0 |
Graduate |
@@ -3924,17 +3306,12 @@ Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001578 & Male & Yes & 0 & Graduate & No & 2439 & 3333.000000 & 129.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2439 & 3333.000000 & 129.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2439, 'CoapplicantIncome': 3333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 129.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001578', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001186, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11500, CoapplicantIncome is 0.0, LoanAmount is 286.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001186
- - Gender.1 : Female
+","{'ApplicantIncome': 2439, 'CoapplicantIncome': 3333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 129.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 129.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2439 dollars and his co-applicant earns 3333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+69,Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11500, CoapplicantIncome is 0.0, LoanAmount is 286.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -3944,13 +3321,11 @@ Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gen
- LoanAmount : 286.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001186. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11500. The CoapplicantIncome is 0.0. The LoanAmount is 286.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11500. The CoapplicantIncome is 0.0. The LoanAmount is 286.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -3967,8 +3342,6 @@ Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gen
| 0 |
Female |
- LP001186 |
- Female |
Yes |
1 |
Graduate |
@@ -3981,17 +3354,12 @@ Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gen
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001186 & Female & Yes & 1 & Graduate & Yes & 11500 & 0.000000 & 286.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 1 & Graduate & Yes & 11500 & 0.000000 & 286.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 11500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 286.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001186', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001825, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1809, CoapplicantIncome is 1868.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001825
- - Gender.1 : Male
+","{'ApplicantIncome': 11500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 286.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married female individual is applying for a loan of 286.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is self employed. She earns 11500 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
+70,Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1809, CoapplicantIncome is 1868.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -4001,13 +3369,11 @@ Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 90.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001825. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1809. The CoapplicantIncome is 1868.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1809. The CoapplicantIncome is 1868.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4024,8 +3390,6 @@ Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001825 |
- Male |
Yes |
0 |
Graduate |
@@ -4038,17 +3402,12 @@ Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001825 & Male & Yes & 0 & Graduate & No & 1809 & 1868.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 1809 & 1868.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1809, 'CoapplicantIncome': 1868.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001825', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001138, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5649, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001138
- - Gender.1 : Male
+","{'ApplicantIncome': 1809, 'CoapplicantIncome': 1868.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 90.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1809 dollars and his co-applicant earns 1868.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+71,Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5649, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -4058,13 +3417,11 @@ Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 44.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001138. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5649. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5649. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4081,8 +3438,6 @@ Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001138 |
- Male |
Yes |
1 |
Graduate |
@@ -4095,17 +3450,12 @@ Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001138 & Male & Yes & 1 & Graduate & No & 5649 & 0.000000 & 44.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 5649 & 0.000000 & 44.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5649, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 44.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001138', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001322, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4133, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001322
- - Gender.1 : Male
+","{'ApplicantIncome': 5649, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 44.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 44.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5649 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+72,Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4133, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -4115,13 +3465,11 @@ Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 122.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001322. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4133. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4133. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4138,8 +3486,6 @@ Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001322 |
- Male |
No |
0 |
Graduate |
@@ -4152,17 +3498,12 @@ Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001322 & Male & No & 0 & Graduate & No & 4133 & 0.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4133 & 0.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4133, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001322', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001892, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 1857.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001892
- - Gender.1 : Male
+","{'ApplicantIncome': 4133, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 122.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4133 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+73,Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 1857.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -4172,13 +3513,11 @@ Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 126.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001892. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 1857.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 1857.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4195,8 +3534,6 @@ Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001892 |
- Male |
No |
0 |
Graduate |
@@ -4209,17 +3546,12 @@ Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001892 & Male & No & 0 & Graduate & No & 2833 & 1857.000000 & 126.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2833 & 1857.000000 & 126.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2833, 'CoapplicantIncome': 1857.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001892', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001379, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3800, CoapplicantIncome is 3600.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001379
- - Gender.1 : Male
+","{'ApplicantIncome': 2833, 'CoapplicantIncome': 1857.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 126.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2833 dollars and his co-applicant earns 1857.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+74,Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3800, CoapplicantIncome is 3600.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -4229,13 +3561,11 @@ Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender
- LoanAmount : 216.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001379. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3800. The CoapplicantIncome is 3600.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3800. The CoapplicantIncome is 3600.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4252,8 +3582,6 @@ Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender
| 0 |
Male |
- LP001379 |
- Male |
Yes |
2 |
Graduate |
@@ -4266,17 +3594,12 @@ Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001379 & Male & Yes & 2 & Graduate & No & 3800 & 3600.000000 & 216.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 3800 & 3600.000000 & 216.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3800, 'CoapplicantIncome': 3600.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 216.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001379', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001910, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4053, CoapplicantIncome is 2426.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001910
- - Gender.1 : Male
+","{'ApplicantIncome': 3800, 'CoapplicantIncome': 3600.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 216.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 216.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3800 dollars and his co-applicant earns 3600.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+75,Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4053, CoapplicantIncome is 2426.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 1
- Education : Not Graduate
@@ -4286,13 +3609,11 @@ Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Ge
- LoanAmount : 158.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001910. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4053. The CoapplicantIncome is 2426.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4053. The CoapplicantIncome is 2426.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4309,8 +3630,6 @@ Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Ge
| 0 |
Male |
- LP001910 |
- Male |
No |
1 |
Not Graduate |
@@ -4323,17 +3642,12 @@ Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001910 & Male & No & 1 & Not Graduate & Yes & 4053 & 2426.000000 & 158.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Not Graduate & Yes & 4053 & 2426.000000 & 158.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4053, 'CoapplicantIncome': 2426.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001910', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001665, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3125, CoapplicantIncome is 2583.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001665
- - Gender.1 : Male
+","{'ApplicantIncome': 4053, 'CoapplicantIncome': 2426.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 158.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is self employed. He earns 4053 dollars and his co-applicant earns 2426.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+76,Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3125, CoapplicantIncome is 2583.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -4343,13 +3657,11 @@ Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Ge
- LoanAmount : 170.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001665. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3125. The CoapplicantIncome is 2583.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3125. The CoapplicantIncome is 2583.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4366,8 +3678,6 @@ Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Ge
| 0 |
Male |
- LP001665 |
- Male |
Yes |
1 |
Graduate |
@@ -4380,17 +3690,12 @@ Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001665 & Male & Yes & 1 & Graduate & No & 3125 & 2583.000000 & 170.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3125 & 2583.000000 & 170.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3125, 'CoapplicantIncome': 2583.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001665', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002990, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002990
- - Gender.1 : Female
+","{'ApplicantIncome': 3125, 'CoapplicantIncome': 2583.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 170.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3125 dollars and his co-applicant earns 2583.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+77,Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -4400,13 +3705,11 @@ Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"G
- LoanAmount : 133.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002990. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4423,8 +3726,6 @@ Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"G
| 0 |
Female |
- LP002990 |
- Female |
No |
0 |
Graduate |
@@ -4437,17 +3738,12 @@ Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002990 & Female & No & 0 & Graduate & Yes & 4583 & 0.000000 & 133.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & Yes & 4583 & 0.000000 & 133.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002990', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002586, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3326, CoapplicantIncome is 913.0, LoanAmount is 105.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002586
- - Gender.1 : Female
+","{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 133.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is self employed. She earns 4583 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+78,Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3326, CoapplicantIncome is 913.0, LoanAmount is 105.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -4457,13 +3753,11 @@ Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y,"
- LoanAmount : 105.0
- Loan_Amount_Term : 84.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002586. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3326. The CoapplicantIncome is 913.0. The LoanAmount is 105.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3326. The CoapplicantIncome is 913.0. The LoanAmount is 105.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4480,8 +3774,6 @@ Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y,"
| 0 |
Female |
- LP002586 |
- Female |
Yes |
1 |
Graduate |
@@ -4494,17 +3786,12 @@ Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002586 & Female & Yes & 1 & Graduate & No & 3326 & 913.000000 & 105.000000 & 84.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 1 & Graduate & No & 3326 & 913.000000 & 105.000000 & 84.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3326, 'CoapplicantIncome': 913.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 105.0, 'Loan_Amount_Term': 84.0, 'Loan_ID': 'LP002586', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender is Male, Loan_ID is LP002447, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1958, CoapplicantIncome is 1456.0, LoanAmount is 60.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002447
- - Gender.1 : Male
+","{'ApplicantIncome': 3326, 'CoapplicantIncome': 913.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 105.0, 'Loan_Amount_Term': 84.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 105.0 dollars for 7.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3326 dollars and her co-applicant earns 913.0 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+79,Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1958, CoapplicantIncome is 1456.0, LoanAmount is 60.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -4514,13 +3801,11 @@ Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender
- LoanAmount : 60.0
- Loan_Amount_Term : 300.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002447. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1958. The CoapplicantIncome is 1456.0. The LoanAmount is 60.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1958. The CoapplicantIncome is 1456.0. The LoanAmount is 60.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4537,8 +3822,6 @@ Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender
| 0 |
Male |
- LP002447 |
- Male |
Yes |
2 |
Not Graduate |
@@ -4551,17 +3834,12 @@ Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002447 & Male & Yes & 2 & Not Graduate & No & 1958 & 1456.000000 & 60.000000 & 300.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 1958 & 1456.000000 & 60.000000 & 300.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1958, 'CoapplicantIncome': 1456.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002447', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001811, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3406, CoapplicantIncome is 4417.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001811
- - Gender.1 : Male
+","{'ApplicantIncome': 1958, 'CoapplicantIncome': 1456.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 60.0 dollars for 25.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 1958 dollars and his co-applicant earns 1456.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+80,Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3406, CoapplicantIncome is 4417.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -4571,13 +3849,11 @@ Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y
- LoanAmount : 123.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001811. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3406. The CoapplicantIncome is 4417.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3406. The CoapplicantIncome is 4417.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4594,8 +3870,6 @@ Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y
| 0 |
Male |
- LP001811 |
- Male |
Yes |
0 |
Not Graduate |
@@ -4608,17 +3882,12 @@ Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001811 & Male & Yes & 0 & Not Graduate & No & 3406 & 4417.000000 & 123.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 3406 & 4417.000000 & 123.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3406, 'CoapplicantIncome': 4417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001811', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002265, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1993, CoapplicantIncome is 1625.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002265
- - Gender.1 : Male
+","{'ApplicantIncome': 3406, 'CoapplicantIncome': 4417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 123.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3406 dollars and his co-applicant earns 4417.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+81,Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1993, CoapplicantIncome is 1625.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -4628,13 +3897,11 @@ Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y
- LoanAmount : 113.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002265. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1993. The CoapplicantIncome is 1625.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1993. The CoapplicantIncome is 1625.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4651,8 +3918,6 @@ Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y
| 0 |
Male |
- LP002265 |
- Male |
Yes |
2 |
Not Graduate |
@@ -4665,17 +3930,12 @@ Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002265 & Male & Yes & 2 & Not Graduate & No & 1993 & 1625.000000 & 113.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 1993 & 1625.000000 & 113.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1993, 'CoapplicantIncome': 1625.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002265', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002002, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002002
- - Gender.1 : Female
+","{'ApplicantIncome': 1993, 'CoapplicantIncome': 1625.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 113.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 1993 dollars and his co-applicant earns 1625.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+82,Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -4685,13 +3945,11 @@ Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 84.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002002. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4708,8 +3966,6 @@ Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Female |
- LP002002 |
- Female |
No |
0 |
Graduate |
@@ -4722,17 +3978,12 @@ Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002002 & Female & No & 0 & Graduate & No & 2917 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 2917 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2917, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002002', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002315, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8300, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002315
- - Gender.1 : Male
+","{'ApplicantIncome': 2917, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 84.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2917 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+83,Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8300, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -4742,13 +3993,11 @@ Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gende
- LoanAmount : 152.0
- Loan_Amount_Term : 300.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002315. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8300. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8300. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4765,8 +4014,6 @@ Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gende
| 0 |
Male |
- LP002315 |
- Male |
Yes |
1 |
Graduate |
@@ -4779,17 +4026,12 @@ Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002315 & Male & Yes & 1 & Graduate & No & 8300 & 0.000000 & 152.000000 & 300.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 8300 & 0.000000 & 152.000000 & 300.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 8300, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002315', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002855, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 16666, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002855
- - Gender.1 : Male
+","{'ApplicantIncome': 8300, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 152.0 dollars for 25.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 8300 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+84,Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 16666, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -4799,13 +4041,11 @@ Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender i
- LoanAmount : 275.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002855. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16666. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16666. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4822,8 +4062,6 @@ Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender i
| 0 |
Male |
- LP002855 |
- Male |
Yes |
2 |
Graduate |
@@ -4836,17 +4074,12 @@ Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002855 & Male & Yes & 2 & Graduate & No & 16666 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 16666 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 16666, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002855', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001872, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5166, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001872
- - Gender.1 : Male
+","{'ApplicantIncome': 16666, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 275.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 16666 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+85,Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5166, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -4856,13 +4089,11 @@ Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 128.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001872. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5166. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5166. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4879,8 +4110,6 @@ Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP001872 |
- Male |
No |
0 |
Graduate |
@@ -4893,17 +4122,12 @@ Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001872 & Male & No & 0 & Graduate & Yes & 5166 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 5166 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001872', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002547, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 18333, CoapplicantIncome is 0.0, LoanAmount is 500.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002547
- - Gender.1 : Male
+","{'ApplicantIncome': 5166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 5166 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+86,Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 18333, CoapplicantIncome is 0.0, LoanAmount is 500.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -4913,13 +4137,11 @@ Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender i
- LoanAmount : 500.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002547. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 18333. The CoapplicantIncome is 0.0. The LoanAmount is 500.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 18333. The CoapplicantIncome is 0.0. The LoanAmount is 500.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4936,8 +4158,6 @@ Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender i
| 0 |
Male |
- LP002547 |
- Male |
Yes |
1 |
Graduate |
@@ -4950,17 +4170,12 @@ Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002547 & Male & Yes & 1 & Graduate & No & 18333 & 0.000000 & 500.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 18333 & 0.000000 & 500.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 18333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 500.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002547', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP001241, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001241
- - Gender.1 : Female
+","{'ApplicantIncome': 18333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 500.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 500.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 18333 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+87,Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -4970,13 +4185,11 @@ Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Ge
- LoanAmount : 136.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001241. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -4993,8 +4206,6 @@ Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Ge
| 0 |
Female |
- LP001241 |
- Female |
No |
0 |
Graduate |
@@ -5007,17 +4218,12 @@ Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001241 & Female & No & 0 & Graduate & No & 4300 & 0.000000 & 136.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 4300 & 0.000000 & 136.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4300, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001241', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002772, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2526, CoapplicantIncome is 1783.0, LoanAmount is 145.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002772
- - Gender.1 : Male
+","{'ApplicantIncome': 4300, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 136.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 4300 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+88,Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2526, CoapplicantIncome is 1783.0, LoanAmount is 145.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -5027,13 +4233,11 @@ Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 145.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002772. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2526. The CoapplicantIncome is 1783.0. The LoanAmount is 145.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2526. The CoapplicantIncome is 1783.0. The LoanAmount is 145.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5050,8 +4254,6 @@ Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002772 |
- Male |
No |
0 |
Graduate |
@@ -5064,17 +4266,12 @@ Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002772 & Male & No & 0 & Graduate & No & 2526 & 1783.000000 & 145.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2526 & 1783.000000 & 145.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2526, 'CoapplicantIncome': 1783.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 145.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002772', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002342, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 1600, CoapplicantIncome is 20000.0, LoanAmount is 239.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002342
- - Gender.1 : Male
+","{'ApplicantIncome': 2526, 'CoapplicantIncome': 1783.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 145.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 145.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2526 dollars and his co-applicant earns 1783.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+89,Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 1600, CoapplicantIncome is 20000.0, LoanAmount is 239.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -5084,13 +4281,11 @@ Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gend
- LoanAmount : 239.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002342. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 1600. The CoapplicantIncome is 20000.0. The LoanAmount is 239.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 1600. The CoapplicantIncome is 20000.0. The LoanAmount is 239.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5107,8 +4302,6 @@ Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gend
| 0 |
Male |
- LP002342 |
- Male |
Yes |
2 |
Graduate |
@@ -5121,17 +4314,12 @@ Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gend
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002342 & Male & Yes & 2 & Graduate & Yes & 1600 & 20000.000000 & 239.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 1600 & 20000.000000 & 239.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1600, 'CoapplicantIncome': 20000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 239.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002342', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001925, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2600, CoapplicantIncome is 1717.0, LoanAmount is 99.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001925
- - Gender.1 : Female
+","{'ApplicantIncome': 1600, 'CoapplicantIncome': 20000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 239.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 239.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 1600 dollars and his co-applicant earns 20000.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+90,Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2600, CoapplicantIncome is 1717.0, LoanAmount is 99.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -5141,13 +4329,11 @@ Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N,
- LoanAmount : 99.0
- Loan_Amount_Term : 300.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001925. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2600. The CoapplicantIncome is 1717.0. The LoanAmount is 99.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2600. The CoapplicantIncome is 1717.0. The LoanAmount is 99.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5164,8 +4350,6 @@ Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N,
| 0 |
Female |
- LP001925 |
- Female |
No |
0 |
Graduate |
@@ -5178,17 +4362,12 @@ Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001925 & Female & No & 0 & Graduate & Yes & 2600 & 1717.000000 & 99.000000 & 300.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & Yes & 2600 & 1717.000000 & 99.000000 & 300.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 1717.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 99.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP001925', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002738, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3617, CoapplicantIncome is 0.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002738
- - Gender.1 : Male
+","{'ApplicantIncome': 2600, 'CoapplicantIncome': 1717.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 99.0, 'Loan_Amount_Term': 300.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 99.0 dollars for 25.0 months. She has a credit history. She is a graduate and is self employed. She earns 2600 dollars and her co-applicant earns 1717.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+91,Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3617, CoapplicantIncome is 0.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 2
- Education : Graduate
@@ -5198,13 +4377,11 @@ Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 107.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002738. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3617. The CoapplicantIncome is 0.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3617. The CoapplicantIncome is 0.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5221,8 +4398,6 @@ Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP002738 |
- Male |
No |
2 |
Graduate |
@@ -5235,17 +4410,12 @@ Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002738 & Male & No & 2 & Graduate & No & 3617 & 0.000000 & 107.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 2 & Graduate & No & 3617 & 0.000000 & 107.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3617, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002738', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002741, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4608, CoapplicantIncome is 2845.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002741
- - Gender.1 : Female
+","{'ApplicantIncome': 3617, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 107.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3617 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+92,Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4608, CoapplicantIncome is 2845.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -5255,13 +4425,11 @@ Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y
- LoanAmount : 140.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002741. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4608. The CoapplicantIncome is 2845.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4608. The CoapplicantIncome is 2845.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5278,8 +4446,6 @@ Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y
| 0 |
Female |
- LP002741 |
- Female |
Yes |
1 |
Graduate |
@@ -5292,17 +4458,12 @@ Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002741 & Female & Yes & 1 & Graduate & No & 4608 & 2845.000000 & 140.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 1 & Graduate & No & 4608 & 2845.000000 & 140.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4608, 'CoapplicantIncome': 2845.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 140.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002741', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001955, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 2541.0, LoanAmount is 151.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001955
- - Gender.1 : Female
+","{'ApplicantIncome': 4608, 'CoapplicantIncome': 2845.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 140.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 140.0 dollars for 15.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4608 dollars and her co-applicant earns 2845.0 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+93,Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 2541.0, LoanAmount is 151.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -5312,13 +4473,11 @@ Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gen
- LoanAmount : 151.0
- Loan_Amount_Term : 480.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001955. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5000. The CoapplicantIncome is 2541.0. The LoanAmount is 151.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5000. The CoapplicantIncome is 2541.0. The LoanAmount is 151.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5335,8 +4494,6 @@ Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gen
| 0 |
Female |
- LP001955 |
- Female |
No |
0 |
Graduate |
@@ -5349,17 +4506,12 @@ Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gen
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001955 & Female & No & 0 & Graduate & No & 5000 & 2541.000000 & 151.000000 & 480.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 5000 & 2541.000000 & 151.000000 & 480.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5000, 'CoapplicantIncome': 2541.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 151.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001955', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001520, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4860, CoapplicantIncome is 830.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001520
- - Gender.1 : Male
+","{'ApplicantIncome': 5000, 'CoapplicantIncome': 2541.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 151.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 151.0 dollars for 40.0 months. She has a credit history. She is a graduate and is not self employed. She earns 5000 dollars and her co-applicant earns 2541.0 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+94,Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4860, CoapplicantIncome is 830.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -5369,13 +4521,11 @@ Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 125.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001520. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4860. The CoapplicantIncome is 830.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4860. The CoapplicantIncome is 830.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5392,8 +4542,6 @@ Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP001520 |
- Male |
Yes |
0 |
Graduate |
@@ -5406,17 +4554,12 @@ Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001520 & Male & Yes & 0 & Graduate & No & 4860 & 830.000000 & 125.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 4860 & 830.000000 & 125.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4860, 'CoapplicantIncome': 830.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001520', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001439, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 2014.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001439
- - Gender.1 : Male
+","{'ApplicantIncome': 4860, 'CoapplicantIncome': 830.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 125.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4860 dollars and his co-applicant earns 830.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+95,Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 2014.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -5426,13 +4569,11 @@ Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Ge
- LoanAmount : 194.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001439. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 2014.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 2014.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5449,8 +4590,6 @@ Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Ge
| 0 |
Male |
- LP001439 |
- Male |
Yes |
0 |
Not Graduate |
@@ -5463,17 +4602,12 @@ Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001439 & Male & Yes & 0 & Not Graduate & No & 4300 & 2014.000000 & 194.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 4300 & 2014.000000 & 194.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4300, 'CoapplicantIncome': 2014.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 194.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001439', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002418, Gender.1 is Male, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4707, CoapplicantIncome is 1993.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002418
- - Gender.1 : Male
+","{'ApplicantIncome': 4300, 'CoapplicantIncome': 2014.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 194.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 194.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4300 dollars and his co-applicant earns 2014.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+96,Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4707, CoapplicantIncome is 1993.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 3+
- Education : Not Graduate
@@ -5483,13 +4617,11 @@ Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y
- LoanAmount : 148.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002418. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4707. The CoapplicantIncome is 1993.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4707. The CoapplicantIncome is 1993.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5506,8 +4638,6 @@ Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y
| 0 |
Male |
- LP002418 |
- Male |
No |
3+ |
Not Graduate |
@@ -5520,17 +4650,12 @@ Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002418 & Male & No & 3+ & Not Graduate & No & 4707 & 1993.000000 & 148.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 3+ & Not Graduate & No & 4707 & 1993.000000 & 148.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4707, 'CoapplicantIncome': 1993.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 148.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002418', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002536, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3095, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002536
- - Gender.1 : Male
+","{'ApplicantIncome': 4707, 'CoapplicantIncome': 1993.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 148.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 148.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4707 dollars and his co-applicant earns 1993.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+97,Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3095, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -5540,13 +4665,11 @@ Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gend
- LoanAmount : 113.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002536. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3095. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3095. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5563,8 +4686,6 @@ Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gend
| 0 |
Male |
- LP002536 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -5577,17 +4698,12 @@ Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002536 & Male & Yes & 3+ & Not Graduate & No & 3095 & 0.000000 & 113.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & No & 3095 & 0.000000 & 113.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3095, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002536', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001640, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 39147, CoapplicantIncome is 4750.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001640
- - Gender.1 : Male
+","{'ApplicantIncome': 3095, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 113.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3095 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+98,Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 39147, CoapplicantIncome is 4750.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -5597,13 +4713,11 @@ Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y,"
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001640. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 39147. The CoapplicantIncome is 4750.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 39147. The CoapplicantIncome is 4750.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5620,8 +4734,6 @@ Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y,"
| 0 |
Male |
- LP001640 |
- Male |
Yes |
0 |
Graduate |
@@ -5634,17 +4746,12 @@ Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001640 & Male & Yes & 0 & Graduate & Yes & 39147 & 4750.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & Yes & 39147 & 4750.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 39147, 'CoapplicantIncome': 4750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001640', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001819, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6608, CoapplicantIncome is 0.0, LoanAmount is 137.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001819
- - Gender.1 : Male
+","{'ApplicantIncome': 39147, 'CoapplicantIncome': 4750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 39147 dollars and his co-applicant earns 4750.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+99,Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6608, CoapplicantIncome is 0.0, LoanAmount is 137.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -5654,13 +4761,11 @@ Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gende
- LoanAmount : 137.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001819. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6608. The CoapplicantIncome is 0.0. The LoanAmount is 137.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6608. The CoapplicantIncome is 0.0. The LoanAmount is 137.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5677,8 +4782,6 @@ Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gende
| 0 |
Male |
- LP001819 |
- Male |
Yes |
1 |
Not Graduate |
@@ -5691,17 +4794,12 @@ Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001819 & Male & Yes & 1 & Not Graduate & No & 6608 & 0.000000 & 137.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 6608 & 0.000000 & 137.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 6608, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 137.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001819', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001963, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2014, CoapplicantIncome is 2925.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001963
- - Gender.1 : Male
+","{'ApplicantIncome': 6608, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 137.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 137.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 6608 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+100,Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2014, CoapplicantIncome is 2925.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -5711,13 +4809,11 @@ Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender
- LoanAmount : 113.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001963. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2014. The CoapplicantIncome is 2925.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2014. The CoapplicantIncome is 2925.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5734,8 +4830,6 @@ Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender
| 0 |
Male |
- LP001963 |
- Male |
Yes |
1 |
Graduate |
@@ -5748,17 +4842,12 @@ Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001963 & Male & Yes & 1 & Graduate & No & 2014 & 2925.000000 & 113.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 2014 & 2925.000000 & 113.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2014, 'CoapplicantIncome': 2925.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001963', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002705, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3775, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002705
- - Gender.1 : Male
+","{'ApplicantIncome': 2014, 'CoapplicantIncome': 2925.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 113.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2014 dollars and his co-applicant earns 2925.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+101,Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3775, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -5768,13 +4857,11 @@ Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002705. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3775. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3775. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5791,8 +4878,6 @@ Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP002705 |
- Male |
Yes |
0 |
Graduate |
@@ -5805,17 +4890,12 @@ Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002705 & Male & Yes & 0 & Graduate & No & 3775 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3775 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3775, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002705', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001891, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 11146, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001891
- - Gender.1 : Male
+","{'ApplicantIncome': 3775, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3775 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+102,Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 11146, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -5825,13 +4905,11 @@ Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender i
- LoanAmount : 136.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001891. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11146. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11146. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5848,8 +4926,6 @@ Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender i
| 0 |
Male |
- LP001891 |
- Male |
Yes |
0 |
Graduate |
@@ -5862,17 +4938,12 @@ Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001891 & Male & Yes & 0 & Graduate & No & 11146 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 11146 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 11146, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001891', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001907, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 436.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001907
- - Gender.1 : Male
+","{'ApplicantIncome': 11146, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 136.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 11146 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+103,Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 436.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -5882,13 +4953,11 @@ Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gend
- LoanAmount : 436.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001907. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14583. The CoapplicantIncome is 0.0. The LoanAmount is 436.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14583. The CoapplicantIncome is 0.0. The LoanAmount is 436.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5905,8 +4974,6 @@ Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gend
| 0 |
Male |
- LP001907 |
- Male |
Yes |
0 |
Graduate |
@@ -5919,17 +4986,12 @@ Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001907 & Male & Yes & 0 & Graduate & No & 14583 & 0.000000 & 436.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 14583 & 0.000000 & 436.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 14583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 436.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001907', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001095, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001095
- - Gender.1 : Male
+","{'ApplicantIncome': 14583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 436.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 436.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 14583 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+104,Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -5939,13 +5001,11 @@ Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is M
- LoanAmount : 74.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001095. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3167. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3167. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -5962,8 +5022,6 @@ Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is M
| 0 |
Male |
- LP001095 |
- Male |
No |
0 |
Graduate |
@@ -5976,17 +5034,12 @@ Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001095 & Male & No & 0 & Graduate & No & 3167 & 0.000000 & 74.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3167 & 0.000000 & 74.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001095', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002928, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 3416.0, LoanAmount is 56.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002928
- - Gender.1 : Male
+","{'ApplicantIncome': 3167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 74.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3167 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+105,Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 3416.0, LoanAmount is 56.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -5996,13 +5049,11 @@ Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 56.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002928. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3000. The CoapplicantIncome is 3416.0. The LoanAmount is 56.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3000. The CoapplicantIncome is 3416.0. The LoanAmount is 56.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6019,8 +5070,6 @@ Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP002928 |
- Male |
Yes |
0 |
Graduate |
@@ -6033,17 +5082,12 @@ Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002928 & Male & Yes & 0 & Graduate & No & 3000 & 3416.000000 & 56.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3000 & 3416.000000 & 56.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3000, 'CoapplicantIncome': 3416.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 56.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002928', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002692, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5677, CoapplicantIncome is 1424.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002692
- - Gender.1 : Male
+","{'ApplicantIncome': 3000, 'CoapplicantIncome': 3416.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 56.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 56.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3000 dollars and his co-applicant earns 3416.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+106,Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5677, CoapplicantIncome is 1424.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -6053,13 +5097,11 @@ Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gend
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002692. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5677. The CoapplicantIncome is 1424.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5677. The CoapplicantIncome is 1424.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6076,8 +5118,6 @@ Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gend
| 0 |
Male |
- LP002692 |
- Male |
Yes |
3+ |
Graduate |
@@ -6090,17 +5130,12 @@ Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002692 & Male & Yes & 3+ & Graduate & Yes & 5677 & 1424.000000 & 100.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & Yes & 5677 & 1424.000000 & 100.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5677, 'CoapplicantIncome': 1424.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002692', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002888, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3182, CoapplicantIncome is 2917.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002888
- - Gender.1 : Male
+","{'ApplicantIncome': 5677, 'CoapplicantIncome': 1424.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 5677 dollars and his co-applicant earns 1424.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+107,Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3182, CoapplicantIncome is 2917.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -6110,13 +5145,11 @@ Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 161.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002888. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3182. The CoapplicantIncome is 2917.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3182. The CoapplicantIncome is 2917.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6133,8 +5166,6 @@ Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP002888 |
- Male |
No |
0 |
Graduate |
@@ -6147,17 +5178,12 @@ Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002888 & Male & No & 0 & Graduate & NaN & 3182 & 2917.000000 & 161.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & None & 3182 & 2917.000000 & 161.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3182, 'CoapplicantIncome': 2917.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 161.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002888', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002515, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3450, CoapplicantIncome is 2079.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002515
- - Gender.1 : Male
+","{'ApplicantIncome': 3182, 'CoapplicantIncome': 2917.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 161.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 161.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3182 dollars and his co-applicant earns 2917.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+108,Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3450, CoapplicantIncome is 2079.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -6167,13 +5193,11 @@ Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 162.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002515. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3450. The CoapplicantIncome is 2079.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3450. The CoapplicantIncome is 2079.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6190,8 +5214,6 @@ Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"G
| 0 |
Male |
- LP002515 |
- Male |
Yes |
1 |
Graduate |
@@ -6204,17 +5226,12 @@ Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002515 & Male & Yes & 1 & Graduate & Yes & 3450 & 2079.000000 & 162.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & Yes & 3450 & 2079.000000 & 162.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3450, 'CoapplicantIncome': 2079.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002515', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002960, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 3800.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002960
- - Gender.1 : Male
+","{'ApplicantIncome': 3450, 'CoapplicantIncome': 2079.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 162.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 3450 dollars and his co-applicant earns 2079.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+109,Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 3800.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -6224,13 +5241,11 @@ Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender
- LoanAmount : None
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002960. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 3800.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 3800.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6247,8 +5262,6 @@ Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender
| 0 |
Male |
- LP002960 |
- Male |
Yes |
0 |
Not Graduate |
@@ -6261,17 +5274,12 @@ Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002960 & Male & Yes & 0 & Not Graduate & No & 2400 & 3800.000000 & NaN & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 2400 & 3800.000000 & None & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2400, 'CoapplicantIncome': 3800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002960', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001398, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5050, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001398
- - Gender.1 : Male
+","{'ApplicantIncome': 2400, 'CoapplicantIncome': 3800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2400 dollars and his co-applicant earns 3800.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+110,Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5050, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -6281,13 +5289,11 @@ Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender i
- LoanAmount : 118.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001398. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5050. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5050. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6304,8 +5310,6 @@ Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender i
| 0 |
Male |
- LP001398 |
- Male |
No |
0 |
Graduate |
@@ -6318,17 +5322,12 @@ Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender i
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001398 & Male & No & 0 & Graduate & NaN & 5050 & 0.000000 & 118.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & None & 5050 & 0.000000 & 118.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5050, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001398', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001688, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1083.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001688
- - Gender.1 : Male
+","{'ApplicantIncome': 5050, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 118.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 5050 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+111,Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1083.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -6338,13 +5337,11 @@ Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Ge
- LoanAmount : 135.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001688. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3500. The CoapplicantIncome is 1083.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3500. The CoapplicantIncome is 1083.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6361,8 +5358,6 @@ Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP001688 |
- Male |
Yes |
1 |
Not Graduate |
@@ -6375,17 +5370,12 @@ Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001688 & Male & Yes & 1 & Not Graduate & No & 3500 & 1083.000000 & 135.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 3500 & 1083.000000 & 135.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3500, 'CoapplicantIncome': 1083.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001688', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001498, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001498
- - Gender.1 : Male
+","{'ApplicantIncome': 3500, 'CoapplicantIncome': 1083.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 135.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3500 dollars and his co-applicant earns 1083.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+112,Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -6395,13 +5385,11 @@ Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 168.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001498. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5417. The CoapplicantIncome is 0.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5417. The CoapplicantIncome is 0.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6418,8 +5406,6 @@ Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001498 |
- Male |
No |
0 |
Graduate |
@@ -6432,17 +5418,12 @@ Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001498 & Male & No & 0 & Graduate & No & 5417 & 0.000000 & 168.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 5417 & 0.000000 & 168.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5417, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001498', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002138, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2625, CoapplicantIncome is 6250.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002138
- - Gender.1 : Male
+","{'ApplicantIncome': 5417, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 168.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5417 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+113,Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2625, CoapplicantIncome is 6250.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -6452,13 +5433,11 @@ Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002138. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2625. The CoapplicantIncome is 6250.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2625. The CoapplicantIncome is 6250.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6475,8 +5454,6 @@ Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002138 |
- Male |
Yes |
0 |
Graduate |
@@ -6489,17 +5466,12 @@ Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002138 & Male & Yes & 0 & Graduate & No & 2625 & 6250.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2625 & 6250.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2625, 'CoapplicantIncome': 6250.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002138', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001014, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3036, CoapplicantIncome is 2504.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001014
- - Gender.1 : Male
+","{'ApplicantIncome': 2625, 'CoapplicantIncome': 6250.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2625 dollars and his co-applicant earns 6250.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+114,Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3036, CoapplicantIncome is 2504.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -6509,13 +5481,11 @@ Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"G
- LoanAmount : 158.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001014. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3036. The CoapplicantIncome is 2504.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3036. The CoapplicantIncome is 2504.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6532,8 +5502,6 @@ Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"G
| 0 |
Male |
- LP001014 |
- Male |
Yes |
3+ |
Graduate |
@@ -6546,17 +5514,12 @@ Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001014 & Male & Yes & 3+ & Graduate & No & 3036 & 2504.000000 & 158.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 3036 & 2504.000000 & 158.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3036, 'CoapplicantIncome': 2504.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001014', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP002729, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 11250, CoapplicantIncome is 0.0, LoanAmount is 196.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002729
- - Gender.1 : Male
+","{'ApplicantIncome': 3036, 'CoapplicantIncome': 2504.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 158.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3036 dollars and his co-applicant earns 2504.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+115,Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 11250, CoapplicantIncome is 0.0, LoanAmount is 196.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 1
- Education : Graduate
@@ -6566,13 +5529,11 @@ Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender i
- LoanAmount : 196.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002729. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11250. The CoapplicantIncome is 0.0. The LoanAmount is 196.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11250. The CoapplicantIncome is 0.0. The LoanAmount is 196.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6589,8 +5550,6 @@ Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender i
| 0 |
Male |
- LP002729 |
- Male |
No |
1 |
Graduate |
@@ -6603,17 +5562,12 @@ Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender i
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002729 & Male & No & 1 & Graduate & No & 11250 & 0.000000 & 196.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Graduate & No & 11250 & 0.000000 & 196.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 11250, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 196.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002729', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001041, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2600, CoapplicantIncome is 3500.0, LoanAmount is 115.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001041
- - Gender.1 : Male
+","{'ApplicantIncome': 11250, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 196.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 196.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 11250 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+116,Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2600, CoapplicantIncome is 3500.0, LoanAmount is 115.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -6623,13 +5577,11 @@ Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Mal
- LoanAmount : 115.0
- Loan_Amount_Term : None
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001041. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2600. The CoapplicantIncome is 3500.0. The LoanAmount is 115.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2600. The CoapplicantIncome is 3500.0. The LoanAmount is 115.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6646,8 +5598,6 @@ Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Mal
| 0 |
Male |
- LP001041 |
- Male |
Yes |
0 |
Graduate |
@@ -6660,17 +5610,12 @@ Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Mal
Urban |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001041 & Male & Yes & 0 & Graduate & NaN & 2600 & 3500.000000 & 115.000000 & NaN & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & None & 2600 & 3500.000000 & 115.000000 & None & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 3500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001041', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001586, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3522, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001586
- - Gender.1 : Male
+","{'ApplicantIncome': 2600, 'CoapplicantIncome': 3500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 115.0 dollars for unknown months. He has a credit history. He is a graduate and has unknown self employment status. He earns 2600 dollars and his co-applicant earns 3500.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+117,Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3522, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -6680,13 +5625,11 @@ Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gende
- LoanAmount : 81.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001586. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3522. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3522. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6703,8 +5646,6 @@ Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gende
| 0 |
Male |
- LP001586 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -6717,17 +5658,12 @@ Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001586 & Male & Yes & 3+ & Not Graduate & No & 3522 & 0.000000 & 81.000000 & 180.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & No & 3522 & 0.000000 & 81.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3522, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001586', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-,LP002501,,Yes,0,Graduate,No,16692,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002501, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 16692, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
- - Loan_ID : LP002501
- - Gender.1 : None
+","{'ApplicantIncome': 3522, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 81.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3522 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+118,,LP002501,,Yes,0,Graduate,No,16692,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 16692, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -6737,13 +5673,11 @@ Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gende
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002501. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16692. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16692. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6760,8 +5694,6 @@ Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gende
| 0 |
None |
- LP002501 |
- None |
Yes |
0 |
Graduate |
@@ -6774,17 +5706,12 @@ Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002501 & NaN & Yes & 0 & Graduate & No & 16692 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 0 & Graduate & No & 16692 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 16692, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002501', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001195, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2132, CoapplicantIncome is 1591.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001195
- - Gender.1 : Male
+","{'ApplicantIncome': 16692, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 16692 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+119,Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2132, CoapplicantIncome is 1591.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -6794,13 +5721,11 @@ Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 96.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001195. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2132. The CoapplicantIncome is 1591.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2132. The CoapplicantIncome is 1591.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6817,8 +5742,6 @@ Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP001195 |
- Male |
Yes |
0 |
Graduate |
@@ -6831,17 +5754,12 @@ Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001195 & Male & Yes & 0 & Graduate & No & 2132 & 1591.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2132 & 1591.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2132, 'CoapplicantIncome': 1591.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001195', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP002043, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3541, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002043
- - Gender.1 : Female
+","{'ApplicantIncome': 2132, 'CoapplicantIncome': 1591.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2132 dollars and his co-applicant earns 1591.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+120,Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3541, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Graduate
@@ -6851,13 +5769,11 @@ Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gende
- LoanAmount : 112.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002043. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3541. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3541. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6874,8 +5790,6 @@ Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gende
| 0 |
Female |
- LP002043 |
- Female |
No |
1 |
Graduate |
@@ -6888,17 +5802,12 @@ Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002043 & Female & No & 1 & Graduate & No & 3541 & 0.000000 & 112.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Graduate & No & 3541 & 0.000000 & 112.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3541, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002043', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002130, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3523, CoapplicantIncome is 3230.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002130
- - Gender.1 : Male
+","{'ApplicantIncome': 3541, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 112.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 3541 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+121,Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3523, CoapplicantIncome is 3230.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : None
- Education : Not Graduate
@@ -6908,13 +5817,11 @@ Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gen
- LoanAmount : 152.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002130. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3523. The CoapplicantIncome is 3230.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3523. The CoapplicantIncome is 3230.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6931,8 +5838,6 @@ Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gen
| 0 |
Male |
- LP002130 |
- Male |
Yes |
None |
Not Graduate |
@@ -6945,17 +5850,12 @@ Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gen
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002130 & Male & Yes & NaN & Not Graduate & No & 3523 & 3230.000000 & 152.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & None & Not Graduate & No & 3523 & 3230.000000 & 152.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3523, 'CoapplicantIncome': 3230.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002130', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002961, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002961
- - Gender.1 : Male
+","{'ApplicantIncome': 3523, 'CoapplicantIncome': 3230.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 152.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3523 dollars and his co-applicant earns 3230.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+122,Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -6965,13 +5865,11 @@ Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 173.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002961. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -6988,8 +5886,6 @@ Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002961 |
- Male |
Yes |
1 |
Graduate |
@@ -7002,17 +5898,12 @@ Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002961 & Male & Yes & 1 & Graduate & No & 3400 & 2500.000000 & 173.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3400 & 2500.000000 & 173.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3400, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 173.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002961', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002100, Gender.1 is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002100
- - Gender.1 : Male
+","{'ApplicantIncome': 3400, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 173.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 173.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3400 dollars and his co-applicant earns 2500.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+123,Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : None
- Education : Graduate
@@ -7022,13 +5913,11 @@ Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Ma
- LoanAmount : 71.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002100. The Gender.1 is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7045,8 +5934,6 @@ Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Ma
| 0 |
Male |
- LP002100 |
- Male |
No |
None |
Graduate |
@@ -7059,17 +5946,12 @@ Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Ma
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002100 & Male & No & NaN & Graduate & No & 2833 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & None & Graduate & No & 2833 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2833, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002100', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002051, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 2167.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002051
- - Gender.1 : Male
+","{'ApplicantIncome': 2833, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 71.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2833 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+124,Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 2167.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -7079,13 +5961,11 @@ Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 115.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002051. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 2167.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 2167.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7102,8 +5982,6 @@ Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002051 |
- Male |
Yes |
0 |
Graduate |
@@ -7116,17 +5994,12 @@ Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002051 & Male & Yes & 0 & Graduate & No & 2400 & 2167.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2400 & 2167.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2400, 'CoapplicantIncome': 2167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002051', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001151, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2275.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001151
- - Gender.1 : Female
+","{'ApplicantIncome': 2400, 'CoapplicantIncome': 2167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 115.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2400 dollars and his co-applicant earns 2167.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+125,Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2275.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -7136,13 +6009,11 @@ Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 144.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001151. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4000. The CoapplicantIncome is 2275.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4000. The CoapplicantIncome is 2275.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7159,8 +6030,6 @@ Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y,
| 0 |
Female |
- LP001151 |
- Female |
No |
0 |
Graduate |
@@ -7173,17 +6042,12 @@ Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001151 & Female & No & 0 & Graduate & No & 4000 & 2275.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 4000 & 2275.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4000, 'CoapplicantIncome': 2275.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001151', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001896, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3900, CoapplicantIncome is 0.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001896
- - Gender.1 : Male
+","{'ApplicantIncome': 4000, 'CoapplicantIncome': 2275.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 144.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4000 dollars and her co-applicant earns 2275.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+126,Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3900, CoapplicantIncome is 0.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -7193,13 +6057,11 @@ Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 90.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001896. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3900. The CoapplicantIncome is 0.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3900. The CoapplicantIncome is 0.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7216,8 +6078,6 @@ Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001896 |
- Male |
Yes |
2 |
Graduate |
@@ -7230,17 +6090,12 @@ Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001896 & Male & Yes & 2 & Graduate & No & 3900 & 0.000000 & 90.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 3900 & 0.000000 & 90.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3900, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001896', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001066, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9560, CoapplicantIncome is 0.0, LoanAmount is 191.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001066
- - Gender.1 : Male
+","{'ApplicantIncome': 3900, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 90.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3900 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+127,Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9560, CoapplicantIncome is 0.0, LoanAmount is 191.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -7250,13 +6105,11 @@ Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gend
- LoanAmount : 191.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001066. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9560. The CoapplicantIncome is 0.0. The LoanAmount is 191.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9560. The CoapplicantIncome is 0.0. The LoanAmount is 191.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7273,8 +6126,6 @@ Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gend
| 0 |
Male |
- LP001066 |
- Male |
Yes |
0 |
Graduate |
@@ -7287,17 +6138,12 @@ Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001066 & Male & Yes & 0 & Graduate & Yes & 9560 & 0.000000 & 191.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & Yes & 9560 & 0.000000 & 191.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 9560, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 191.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001066', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002244, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 2417.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002244
- - Gender.1 : Male
+","{'ApplicantIncome': 9560, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 191.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 191.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 9560 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+128,Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 2417.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -7307,13 +6153,11 @@ Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 136.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002244. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2333. The CoapplicantIncome is 2417.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2333. The CoapplicantIncome is 2417.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7330,8 +6174,6 @@ Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002244 |
- Male |
Yes |
0 |
Graduate |
@@ -7344,17 +6186,12 @@ Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002244 & Male & Yes & 0 & Graduate & No & 2333 & 2417.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2333 & 2417.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2333, 'CoapplicantIncome': 2417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002244', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002958, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3676, CoapplicantIncome is 4301.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002958
- - Gender.1 : Male
+","{'ApplicantIncome': 2333, 'CoapplicantIncome': 2417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 136.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2333 dollars and his co-applicant earns 2417.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+129,Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3676, CoapplicantIncome is 4301.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -7364,13 +6201,11 @@ Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 172.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002958. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3676. The CoapplicantIncome is 4301.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3676. The CoapplicantIncome is 4301.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7387,8 +6222,6 @@ Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002958 |
- Male |
No |
0 |
Graduate |
@@ -7401,17 +6234,12 @@ Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002958 & Male & No & 0 & Graduate & No & 3676 & 4301.000000 & 172.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3676 & 4301.000000 & 172.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3676, 'CoapplicantIncome': 4301.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002958', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001736, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2221, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001736
- - Gender.1 : Male
+","{'ApplicantIncome': 3676, 'CoapplicantIncome': 4301.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 172.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3676 dollars and his co-applicant earns 4301.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+130,Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2221, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -7421,13 +6249,11 @@ Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is
- LoanAmount : 60.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001736. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2221. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2221. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7444,8 +6270,6 @@ Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is
| 0 |
Male |
- LP001736 |
- Male |
Yes |
0 |
Graduate |
@@ -7458,17 +6282,12 @@ Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001736 & Male & Yes & 0 & Graduate & No & 2221 & 0.000000 & 60.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2221 & 0.000000 & 60.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2221, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001736', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002387, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2425, CoapplicantIncome is 2340.0, LoanAmount is 143.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002387
- - Gender.1 : Male
+","{'ApplicantIncome': 2221, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 60.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2221 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+131,Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2425, CoapplicantIncome is 2340.0, LoanAmount is 143.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -7478,13 +6297,11 @@ Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 143.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002387. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2425. The CoapplicantIncome is 2340.0. The LoanAmount is 143.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2425. The CoapplicantIncome is 2340.0. The LoanAmount is 143.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7501,8 +6318,6 @@ Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002387 |
- Male |
Yes |
0 |
Graduate |
@@ -7515,17 +6330,12 @@ Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002387 & Male & Yes & 0 & Graduate & No & 2425 & 2340.000000 & 143.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2425 & 2340.000000 & 143.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2425, 'CoapplicantIncome': 2340.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 143.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002387', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001990, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2000, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001990
- - Gender.1 : Male
+","{'ApplicantIncome': 2425, 'CoapplicantIncome': 2340.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 143.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 143.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2425 dollars and his co-applicant earns 2340.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+132,Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2000, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -7535,13 +6345,11 @@ Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is M
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001990. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2000. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2000. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7558,8 +6366,6 @@ Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is M
| 0 |
Male |
- LP001990 |
- Male |
No |
0 |
Not Graduate |
@@ -7572,17 +6378,12 @@ Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001990 & Male & No & 0 & Not Graduate & No & 2000 & 0.000000 & NaN & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 2000 & 0.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001990', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001813, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6050, CoapplicantIncome is 4333.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001813
- - Gender.1 : Male
+","{'ApplicantIncome': 2000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2000 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+133,Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6050, CoapplicantIncome is 4333.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -7592,13 +6393,11 @@ Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender
- LoanAmount : 120.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001813. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6050. The CoapplicantIncome is 4333.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6050. The CoapplicantIncome is 4333.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7615,8 +6414,6 @@ Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender
| 0 |
Male |
- LP001813 |
- Male |
No |
0 |
Graduate |
@@ -7629,17 +6426,12 @@ Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001813 & Male & No & 0 & Graduate & Yes & 6050 & 4333.000000 & 120.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 6050 & 4333.000000 & 120.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 6050, 'CoapplicantIncome': 4333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001813', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002194, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 15759, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002194
- - Gender.1 : Female
+","{'ApplicantIncome': 6050, 'CoapplicantIncome': 4333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 120.0 dollars for 15.0 months. He has a credit history. He is a graduate and is self employed. He earns 6050 dollars and his co-applicant earns 4333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+134,Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 15759, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -7649,13 +6441,11 @@ Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 55.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002194. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 15759. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 15759. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7672,8 +6462,6 @@ Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"G
| 0 |
Female |
- LP002194 |
- Female |
No |
0 |
Graduate |
@@ -7686,17 +6474,12 @@ Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002194 & Female & No & 0 & Graduate & Yes & 15759 & 0.000000 & 55.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & Yes & 15759 & 0.000000 & 55.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 15759, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002194', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001535, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3254, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001535
- - Gender.1 : Male
+","{'ApplicantIncome': 15759, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 55.0 dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 15759 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+135,Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3254, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -7706,13 +6489,11 @@ Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is M
- LoanAmount : 50.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001535. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3254. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3254. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7729,8 +6510,6 @@ Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is M
| 0 |
Male |
- LP001535 |
- Male |
No |
0 |
Graduate |
@@ -7743,17 +6522,12 @@ Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001535 & Male & No & 0 & Graduate & No & 3254 & 0.000000 & 50.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3254 & 0.000000 & 50.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3254, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001535', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-,LP001448,,Yes,3+,Graduate,No,23803,0.0,370.0,360.0,1.0,Rural,Y,"Gender is None, Loan_ID is LP001448, Gender.1 is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 23803, CoapplicantIncome is 0.0, LoanAmount is 370.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None
- - Loan_ID : LP001448
- - Gender.1 : None
+","{'ApplicantIncome': 3254, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 50.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3254 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+136,,LP001448,,Yes,3+,Graduate,No,23803,0.0,370.0,360.0,1.0,Rural,Y,"Gender is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 23803, CoapplicantIncome is 0.0, LoanAmount is 370.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -7763,13 +6537,11 @@ Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is M
- LoanAmount : 370.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is None. The Loan_ID is LP001448. The Gender.1 is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 23803. The CoapplicantIncome is 0.0. The LoanAmount is 370.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 23803. The CoapplicantIncome is 0.0. The LoanAmount is 370.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7786,8 +6558,6 @@ Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is M
| 0 |
None |
- LP001448 |
- None |
Yes |
3+ |
Graduate |
@@ -7800,17 +6570,12 @@ Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is M
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP001448 & NaN & Yes & 3+ & Graduate & No & 23803 & 0.000000 & 370.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 3+ & Graduate & No & 23803 & 0.000000 & 370.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 23803, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 370.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001448', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002143, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2423, CoapplicantIncome is 505.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002143
- - Gender.1 : Female
+","{'ApplicantIncome': 23803, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 370.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 370.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 23803 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+137,Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2423, CoapplicantIncome is 505.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -7820,13 +6585,11 @@ Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002143. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2423. The CoapplicantIncome is 505.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2423. The CoapplicantIncome is 505.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7843,8 +6606,6 @@ Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y,
| 0 |
Female |
- LP002143 |
- Female |
Yes |
0 |
Graduate |
@@ -7857,17 +6618,12 @@ Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002143 & Female & Yes & 0 & Graduate & No & 2423 & 505.000000 & 130.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 2423 & 505.000000 & 130.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2423, 'CoapplicantIncome': 505.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002143', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001392, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7451, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001392
- - Gender.1 : Female
+","{'ApplicantIncome': 2423, 'CoapplicantIncome': 505.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 130.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2423 dollars and her co-applicant earns 505.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+138,Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7451, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Graduate
@@ -7877,13 +6633,11 @@ Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001392. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7451. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7451. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7900,8 +6654,6 @@ Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Female |
- LP001392 |
- Female |
No |
1 |
Graduate |
@@ -7914,17 +6666,12 @@ Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001392 & Female & No & 1 & Graduate & Yes & 7451 & 0.000000 & NaN & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Graduate & Yes & 7451 & 0.000000 & None & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 7451, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001392', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001594, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5708, CoapplicantIncome is 5625.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001594
- - Gender.1 : Male
+","{'ApplicantIncome': 7451, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of None dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 7451 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+139,Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5708, CoapplicantIncome is 5625.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -7934,13 +6681,11 @@ Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001594. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5708. The CoapplicantIncome is 5625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5708. The CoapplicantIncome is 5625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -7957,8 +6702,6 @@ Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001594 |
- Male |
Yes |
0 |
Graduate |
@@ -7971,17 +6714,12 @@ Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001594 & Male & Yes & 0 & Graduate & No & 5708 & 5625.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 5708 & 5625.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5708, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001594', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001197, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3366, CoapplicantIncome is 2200.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001197
- - Gender.1 : Male
+","{'ApplicantIncome': 5708, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5708 dollars and his co-applicant earns 5625.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+140,Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3366, CoapplicantIncome is 2200.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -7991,13 +6729,11 @@ Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 135.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001197. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3366. The CoapplicantIncome is 2200.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3366. The CoapplicantIncome is 2200.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8014,8 +6750,6 @@ Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP001197 |
- Male |
Yes |
0 |
Graduate |
@@ -8028,17 +6762,12 @@ Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001197 & Male & Yes & 0 & Graduate & No & 3366 & 2200.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3366 & 2200.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3366, 'CoapplicantIncome': 2200.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001197', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002098, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2935, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002098
- - Gender.1 : Male
+","{'ApplicantIncome': 3366, 'CoapplicantIncome': 2200.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 135.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3366 dollars and his co-applicant earns 2200.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+141,Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2935, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -8048,13 +6777,11 @@ Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 98.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002098. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2935. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2935. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8071,8 +6798,6 @@ Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP002098 |
- Male |
No |
0 |
Graduate |
@@ -8085,17 +6810,12 @@ Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002098 & Male & No & 0 & Graduate & No & 2935 & 0.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2935 & 0.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2935, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002098', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001744, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2971, CoapplicantIncome is 2791.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001744
- - Gender.1 : Male
+","{'ApplicantIncome': 2935, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 98.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2935 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+142,Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2971, CoapplicantIncome is 2791.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -8105,13 +6825,11 @@ Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 144.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001744. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2971. The CoapplicantIncome is 2791.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2971. The CoapplicantIncome is 2791.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8128,8 +6846,6 @@ Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP001744 |
- Male |
No |
0 |
Graduate |
@@ -8142,17 +6858,12 @@ Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001744 & Male & No & 0 & Graduate & No & 2971 & 2791.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2971 & 2791.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2971, 'CoapplicantIncome': 2791.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001744', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001036, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3510, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001036
- - Gender.1 : Female
+","{'ApplicantIncome': 2971, 'CoapplicantIncome': 2791.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 144.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2971 dollars and his co-applicant earns 2791.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+143,Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3510, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -8162,13 +6873,11 @@ Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender
- LoanAmount : 76.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001036. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3510. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3510. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8185,8 +6894,6 @@ Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender
| 0 |
Female |
- LP001036 |
- Female |
No |
0 |
Graduate |
@@ -8199,17 +6906,12 @@ Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001036 & Female & No & 0 & Graduate & No & 3510 & 0.000000 & 76.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3510 & 0.000000 & 76.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3510, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 76.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001036', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP002161, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4723, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002161
- - Gender.1 : Female
+","{'ApplicantIncome': 3510, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 76.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 76.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 3510 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+144,Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4723, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Graduate
@@ -8219,13 +6921,11 @@ Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gen
- LoanAmount : 81.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002161. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4723. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4723. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8242,8 +6942,6 @@ Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gen
| 0 |
Female |
- LP002161 |
- Female |
No |
1 |
Graduate |
@@ -8256,17 +6954,12 @@ Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002161 & Female & No & 1 & Graduate & No & 4723 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Graduate & No & 4723 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4723, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002161', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001846, Gender.1 is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001846
- - Gender.1 : Female
+","{'ApplicantIncome': 4723, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 81.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4723 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+145,Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 3+
- Education : Graduate
@@ -8276,13 +6969,11 @@ Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 255.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001846. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8299,8 +6990,6 @@ Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Female |
- LP001846 |
- Female |
No |
3+ |
Graduate |
@@ -8313,17 +7002,12 @@ Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001846 & Female & No & 3+ & Graduate & No & 3083 & 0.000000 & 255.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 3+ & Graduate & No & 3083 & 0.000000 & 255.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3083, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001846', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002361, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1820, CoapplicantIncome is 1719.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002361
- - Gender.1 : Male
+","{'ApplicantIncome': 3083, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 255.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3083 dollars. She has 3+ people that she is liable to provide maintenance for. She lives in rural area.
+146,Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1820, CoapplicantIncome is 1719.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -8333,13 +7017,11 @@ Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002361. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1820. The CoapplicantIncome is 1719.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1820. The CoapplicantIncome is 1719.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8356,8 +7038,6 @@ Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002361 |
- Male |
Yes |
0 |
Graduate |
@@ -8370,17 +7050,12 @@ Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002361 & Male & Yes & 0 & Graduate & No & 1820 & 1719.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 1820 & 1719.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1820, 'CoapplicantIncome': 1719.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002361', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002917, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2165, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002917
- - Gender.1 : Female
+","{'ApplicantIncome': 1820, 'CoapplicantIncome': 1719.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1820 dollars and his co-applicant earns 1719.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+147,Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2165, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -8390,13 +7065,11 @@ Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 70.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002917. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2165. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2165. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8413,8 +7086,6 @@ Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y,
| 0 |
Female |
- LP002917 |
- Female |
No |
0 |
Not Graduate |
@@ -8427,17 +7098,12 @@ Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002917 & Female & No & 0 & Not Graduate & No & 2165 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Not Graduate & No & 2165 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2165, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002917', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001653, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4885, CoapplicantIncome is 0.0, LoanAmount is 48.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001653
- - Gender.1 : Male
+","{'ApplicantIncome': 2165, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 70.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 2165 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+148,Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4885, CoapplicantIncome is 0.0, LoanAmount is 48.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -8447,13 +7113,11 @@ Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 48.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001653. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4885. The CoapplicantIncome is 0.0. The LoanAmount is 48.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4885. The CoapplicantIncome is 0.0. The LoanAmount is 48.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8470,8 +7134,6 @@ Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001653 |
- Male |
No |
0 |
Not Graduate |
@@ -8484,17 +7146,12 @@ Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001653 & Male & No & 0 & Not Graduate & No & 4885 & 0.000000 & 48.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 4885 & 0.000000 & 48.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4885, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 48.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001653', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP002086, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 2451.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002086
- - Gender.1 : Female
+","{'ApplicantIncome': 4885, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 48.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 48.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4885 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+149,Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 2451.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -8504,13 +7161,11 @@ Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Ge
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002086. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 2451.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 2451.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8527,8 +7182,6 @@ Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Ge
| 0 |
Female |
- LP002086 |
- Female |
Yes |
0 |
Graduate |
@@ -8541,17 +7194,12 @@ Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002086 & Female & Yes & 0 & Graduate & No & 4333 & 2451.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 4333 & 2451.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4333, 'CoapplicantIncome': 2451.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002086', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002740, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 6417, CoapplicantIncome is 0.0, LoanAmount is 157.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002740
- - Gender.1 : Male
+","{'ApplicantIncome': 4333, 'CoapplicantIncome': 2451.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 110.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4333 dollars and her co-applicant earns 2451.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+150,Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 6417, CoapplicantIncome is 0.0, LoanAmount is 157.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -8561,13 +7209,11 @@ Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender i
- LoanAmount : 157.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002740. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6417. The CoapplicantIncome is 0.0. The LoanAmount is 157.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6417. The CoapplicantIncome is 0.0. The LoanAmount is 157.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8584,8 +7230,6 @@ Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender i
| 0 |
Male |
- LP002740 |
- Male |
Yes |
3+ |
Graduate |
@@ -8598,17 +7242,12 @@ Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002740 & Male & Yes & 3+ & Graduate & No & 6417 & 0.000000 & 157.000000 & 180.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 6417 & 0.000000 & 157.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6417, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 157.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002740', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002229, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5941, CoapplicantIncome is 4232.0, LoanAmount is 296.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002229
- - Gender.1 : Male
+","{'ApplicantIncome': 6417, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 157.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 157.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6417 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+151,Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5941, CoapplicantIncome is 4232.0, LoanAmount is 296.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -8618,13 +7257,11 @@ Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 296.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002229. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5941. The CoapplicantIncome is 4232.0. The LoanAmount is 296.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5941. The CoapplicantIncome is 4232.0. The LoanAmount is 296.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8641,8 +7278,6 @@ Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP002229 |
- Male |
No |
0 |
Graduate |
@@ -8655,17 +7290,12 @@ Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002229 & Male & No & 0 & Graduate & No & 5941 & 4232.000000 & 296.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 5941 & 4232.000000 & 296.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5941, 'CoapplicantIncome': 4232.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 296.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002229', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001325, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3620, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001325
- - Gender.1 : Male
+","{'ApplicantIncome': 5941, 'CoapplicantIncome': 4232.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 296.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 296.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5941 dollars and his co-applicant earns 4232.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+152,Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3620, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -8675,13 +7305,11 @@ Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 25.0
- Loan_Amount_Term : 120.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001325. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3620. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3620. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8698,8 +7326,6 @@ Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP001325 |
- Male |
No |
0 |
Not Graduate |
@@ -8712,17 +7338,12 @@ Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001325 & Male & No & 0 & Not Graduate & No & 3620 & 0.000000 & 25.000000 & 120.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 3620 & 0.000000 & 25.000000 & 120.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3620, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 25.0, 'Loan_Amount_Term': 120.0, 'Loan_ID': 'LP001325', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001633, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6400, CoapplicantIncome is 7250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001633
- - Gender.1 : Male
+","{'ApplicantIncome': 3620, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 25.0, 'Loan_Amount_Term': 120.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 25.0 dollars for 10.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3620 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+153,Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6400, CoapplicantIncome is 7250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -8732,13 +7353,11 @@ Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender
- LoanAmount : 180.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001633. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6400. The CoapplicantIncome is 7250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6400. The CoapplicantIncome is 7250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8755,8 +7374,6 @@ Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender
| 0 |
Male |
- LP001633 |
- Male |
Yes |
1 |
Graduate |
@@ -8769,17 +7386,12 @@ Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001633 & Male & Yes & 1 & Graduate & No & 6400 & 7250.000000 & 180.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 6400 & 7250.000000 & 180.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 6400, 'CoapplicantIncome': 7250.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001633', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002116, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2378, CoapplicantIncome is 0.0, LoanAmount is 46.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002116
- - Gender.1 : Female
+","{'ApplicantIncome': 6400, 'CoapplicantIncome': 7250.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 6400 dollars and his co-applicant earns 7250.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+154,Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2378, CoapplicantIncome is 0.0, LoanAmount is 46.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -8789,13 +7401,11 @@ Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 46.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002116. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2378. The CoapplicantIncome is 0.0. The LoanAmount is 46.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2378. The CoapplicantIncome is 0.0. The LoanAmount is 46.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8812,8 +7422,6 @@ Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender
| 0 |
Female |
- LP002116 |
- Female |
No |
0 |
Graduate |
@@ -8826,17 +7434,12 @@ Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002116 & Female & No & 0 & Graduate & No & 2378 & 0.000000 & 46.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 2378 & 0.000000 & 46.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2378, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 46.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002116', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP002113, Gender.1 is Female, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1830, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002113
- - Gender.1 : Female
+","{'ApplicantIncome': 2378, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 46.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 46.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2378 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+155,Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1830, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 3+
- Education : Not Graduate
@@ -8846,13 +7449,11 @@ Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002113. The Gender.1 is Female. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1830. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1830. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8869,8 +7470,6 @@ Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender
| 0 |
Female |
- LP002113 |
- Female |
No |
3+ |
Not Graduate |
@@ -8883,17 +7482,12 @@ Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002113 & Female & No & 3+ & Not Graduate & No & 1830 & 0.000000 & NaN & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 3+ & Not Graduate & No & 1830 & 0.000000 & None & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1830, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002113', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002053, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4342, CoapplicantIncome is 189.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002053
- - Gender.1 : Male
+","{'ApplicantIncome': 1830, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of None dollars for 30.0 months. She does not have a credit history. She is not a graduate and is not self employed. She earns 1830 dollars. She has 3+ people that she is liable to provide maintenance for. She lives in urban area.
+156,Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4342, CoapplicantIncome is 189.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -8903,13 +7497,11 @@ Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 124.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002053. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4342. The CoapplicantIncome is 189.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4342. The CoapplicantIncome is 189.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8926,8 +7518,6 @@ Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002053 |
- Male |
Yes |
3+ |
Graduate |
@@ -8940,17 +7530,12 @@ Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002053 & Male & Yes & 3+ & Graduate & No & 4342 & 189.000000 & 124.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 4342 & 189.000000 & 124.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4342, 'CoapplicantIncome': 189.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002053', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001011, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5417, CoapplicantIncome is 4196.0, LoanAmount is 267.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001011
- - Gender.1 : Male
+","{'ApplicantIncome': 4342, 'CoapplicantIncome': 189.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 124.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4342 dollars and his co-applicant earns 189.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+157,Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5417, CoapplicantIncome is 4196.0, LoanAmount is 267.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -8960,13 +7545,11 @@ Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gende
- LoanAmount : 267.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001011. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5417. The CoapplicantIncome is 4196.0. The LoanAmount is 267.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5417. The CoapplicantIncome is 4196.0. The LoanAmount is 267.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -8983,8 +7566,6 @@ Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gende
| 0 |
Male |
- LP001011 |
- Male |
Yes |
2 |
Graduate |
@@ -8997,17 +7578,12 @@ Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001011 & Male & Yes & 2 & Graduate & Yes & 5417 & 4196.000000 & 267.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 5417 & 4196.000000 & 267.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5417, 'CoapplicantIncome': 4196.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 267.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001011', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001137, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3410, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001137
- - Gender.1 : Female
+","{'ApplicantIncome': 5417, 'CoapplicantIncome': 4196.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 267.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 267.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 5417 dollars and his co-applicant earns 4196.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+158,Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3410, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -9017,13 +7593,11 @@ Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Fe
- LoanAmount : 88.0
- Loan_Amount_Term : None
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001137. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3410. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3410. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9040,8 +7614,6 @@ Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Fe
| 0 |
Female |
- LP001137 |
- Female |
No |
0 |
Graduate |
@@ -9054,17 +7626,12 @@ Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Fe
Urban |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001137 & Female & No & 0 & Graduate & No & 3410 & 0.000000 & 88.000000 & NaN & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3410 & 0.000000 & 88.000000 & None & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3410, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 88.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001137', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001974, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001974
- - Gender.1 : Female
+","{'ApplicantIncome': 3410, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 88.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 88.0 dollars for unknown months. She has a credit history. She is a graduate and is not self employed. She earns 3410 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+159,Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -9074,13 +7641,11 @@ Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 132.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001974. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5000. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5000. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9097,8 +7662,6 @@ Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Female |
- LP001974 |
- Female |
No |
0 |
Graduate |
@@ -9111,17 +7674,12 @@ Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001974 & Female & No & 0 & Graduate & No & 5000 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 5000 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001974', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002784, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2492, CoapplicantIncome is 2375.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002784
- - Gender.1 : Male
+","{'ApplicantIncome': 5000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 132.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 5000 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+160,Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2492, CoapplicantIncome is 2375.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -9131,13 +7689,11 @@ Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002784. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2492. The CoapplicantIncome is 2375.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2492. The CoapplicantIncome is 2375.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9154,8 +7710,6 @@ Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002784 |
- Male |
Yes |
1 |
Not Graduate |
@@ -9168,17 +7722,12 @@ Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002784 & Male & Yes & 1 & Not Graduate & No & 2492 & 2375.000000 & NaN & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 2492 & 2375.000000 & None & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2492, 'CoapplicantIncome': 2375.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002784', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002690, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002690
- - Gender.1 : Male
+","{'ApplicantIncome': 2492, 'CoapplicantIncome': 2375.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2492 dollars and his co-applicant earns 2375.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+161,Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -9188,13 +7737,11 @@ Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 55.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002690. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9211,8 +7758,6 @@ Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP002690 |
- Male |
No |
0 |
Graduate |
@@ -9225,17 +7770,12 @@ Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002690 & Male & No & 0 & Graduate & No & 2500 & 0.000000 & 55.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2500 & 0.000000 & 55.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002690', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is Male, Loan_ID is LP001034, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3596, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 240.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001034
- - Gender.1 : Male
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 55.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2500 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+162,Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3596, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 240.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 1
- Education : Not Graduate
@@ -9245,13 +7785,11 @@ Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is
- LoanAmount : 100.0
- Loan_Amount_Term : 240.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001034. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3596. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 240.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3596. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 240.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9268,8 +7806,6 @@ Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is
| 0 |
Male |
- LP001034 |
- Male |
No |
1 |
Not Graduate |
@@ -9282,17 +7818,12 @@ Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001034 & Male & No & 1 & Not Graduate & No & 3596 & 0.000000 & 100.000000 & 240.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Not Graduate & No & 3596 & 0.000000 & 100.000000 & 240.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3596, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 240.0, 'Loan_ID': 'LP001034', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001146, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2645, CoapplicantIncome is 3440.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001146
- - Gender.1 : Female
+","{'ApplicantIncome': 3596, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 240.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 100.0 dollars for 20.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 3596 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+163,Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2645, CoapplicantIncome is 3440.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -9302,13 +7833,11 @@ Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Ge
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001146. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2645. The CoapplicantIncome is 3440.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2645. The CoapplicantIncome is 3440.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9325,8 +7854,6 @@ Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Ge
| 0 |
Female |
- LP001146 |
- Female |
Yes |
0 |
Graduate |
@@ -9339,17 +7866,12 @@ Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001146 & Female & Yes & 0 & Graduate & No & 2645 & 3440.000000 & 120.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 2645 & 3440.000000 & 120.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2645, 'CoapplicantIncome': 3440.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001146', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002936, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 3300.0, LoanAmount is 142.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002936
- - Gender.1 : Male
+","{'ApplicantIncome': 2645, 'CoapplicantIncome': 3440.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 120.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 2645 dollars and her co-applicant earns 3440.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+164,Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 3300.0, LoanAmount is 142.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -9359,13 +7881,11 @@ Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender
- LoanAmount : 142.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002936. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3859. The CoapplicantIncome is 3300.0. The LoanAmount is 142.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3859. The CoapplicantIncome is 3300.0. The LoanAmount is 142.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9382,8 +7902,6 @@ Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002936 |
- Male |
Yes |
0 |
Graduate |
@@ -9396,17 +7914,12 @@ Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002936 & Male & Yes & 0 & Graduate & No & 3859 & 3300.000000 & 142.000000 & 180.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3859 & 3300.000000 & 142.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3859, 'CoapplicantIncome': 3300.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 142.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002936', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP002618, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4050, CoapplicantIncome is 5302.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002618
- - Gender.1 : Male
+","{'ApplicantIncome': 3859, 'CoapplicantIncome': 3300.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 142.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 142.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3859 dollars and his co-applicant earns 3300.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+165,Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4050, CoapplicantIncome is 5302.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -9416,13 +7929,11 @@ Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gende
- LoanAmount : 138.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002618. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4050. The CoapplicantIncome is 5302.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4050. The CoapplicantIncome is 5302.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9439,8 +7950,6 @@ Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gende
| 0 |
Male |
- LP002618 |
- Male |
Yes |
1 |
Not Graduate |
@@ -9453,17 +7962,12 @@ Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002618 & Male & Yes & 1 & Not Graduate & No & 4050 & 5302.000000 & 138.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 4050 & 5302.000000 & 138.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4050, 'CoapplicantIncome': 5302.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002618', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001006, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2358.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001006
- - Gender.1 : Male
+","{'ApplicantIncome': 4050, 'CoapplicantIncome': 5302.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 138.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 4050 dollars and his co-applicant earns 5302.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+166,Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2358.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -9473,13 +7977,11 @@ Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Ge
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001006. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2358.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2358.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9496,8 +7998,6 @@ Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP001006 |
- Male |
Yes |
0 |
Not Graduate |
@@ -9510,17 +8010,12 @@ Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001006 & Male & Yes & 0 & Not Graduate & No & 2583 & 2358.000000 & 120.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 2583 & 2358.000000 & 120.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2583, 'CoapplicantIncome': 2358.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001006', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002110, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 5250, CoapplicantIncome is 688.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002110
- - Gender.1 : Male
+","{'ApplicantIncome': 2583, 'CoapplicantIncome': 2358.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2583 dollars and his co-applicant earns 2358.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+167,Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 5250, CoapplicantIncome is 688.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -9530,13 +8025,11 @@ Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002110. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5250. The CoapplicantIncome is 688.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5250. The CoapplicantIncome is 688.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9553,8 +8046,6 @@ Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP002110 |
- Male |
Yes |
1 |
Graduate |
@@ -9567,17 +8058,12 @@ Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002110 & Male & Yes & 1 & Graduate & NaN & 5250 & 688.000000 & 160.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & None & 5250 & 688.000000 & 160.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5250, 'CoapplicantIncome': 688.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002110', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender is Male, Loan_ID is LP002449, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2483, CoapplicantIncome is 2466.0, LoanAmount is 90.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002449
- - Gender.1 : Male
+","{'ApplicantIncome': 5250, 'CoapplicantIncome': 688.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 5250 dollars and his co-applicant earns 688.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+168,Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2483, CoapplicantIncome is 2466.0, LoanAmount is 90.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -9587,13 +8073,11 @@ Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender
- LoanAmount : 90.0
- Loan_Amount_Term : 180.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002449. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2483. The CoapplicantIncome is 2466.0. The LoanAmount is 90.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2483. The CoapplicantIncome is 2466.0. The LoanAmount is 90.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9610,8 +8094,6 @@ Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender
| 0 |
Male |
- LP002449 |
- Male |
Yes |
0 |
Graduate |
@@ -9624,17 +8106,12 @@ Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002449 & Male & Yes & 0 & Graduate & No & 2483 & 2466.000000 & 90.000000 & 180.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2483 & 2466.000000 & 90.000000 & 180.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2483, 'CoapplicantIncome': 2466.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002449', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002209, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2764, CoapplicantIncome is 1459.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002209
- - Gender.1 : Female
+","{'ApplicantIncome': 2483, 'CoapplicantIncome': 2466.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 90.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2483 dollars and his co-applicant earns 2466.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+169,Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2764, CoapplicantIncome is 1459.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -9644,13 +8121,11 @@ Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gende
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002209. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2764. The CoapplicantIncome is 1459.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2764. The CoapplicantIncome is 1459.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9667,8 +8142,6 @@ Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gende
| 0 |
Female |
- LP002209 |
- Female |
No |
0 |
Graduate |
@@ -9681,17 +8154,12 @@ Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002209 & Female & No & 0 & Graduate & NaN & 2764 & 1459.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & None & 2764 & 1459.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2764, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002209', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002648, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2130, CoapplicantIncome is 6666.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002648
- - Gender.1 : Male
+","{'ApplicantIncome': 2764, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 110.0 dollars for 30.0 months. She has a credit history. She is a graduate and has unknown self employment status. She earns 2764 dollars and her co-applicant earns 1459.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+170,Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2130, CoapplicantIncome is 6666.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -9701,13 +8169,11 @@ Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gen
- LoanAmount : 70.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002648. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2130. The CoapplicantIncome is 6666.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2130. The CoapplicantIncome is 6666.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9724,8 +8190,6 @@ Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gen
| 0 |
Male |
- LP002648 |
- Male |
Yes |
0 |
Graduate |
@@ -9738,17 +8202,12 @@ Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002648 & Male & Yes & 0 & Graduate & No & 2130 & 6666.000000 & 70.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2130 & 6666.000000 & 70.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2130, 'CoapplicantIncome': 6666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002648', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002004, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2927, CoapplicantIncome is 2405.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002004
- - Gender.1 : Male
+","{'ApplicantIncome': 2130, 'CoapplicantIncome': 6666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 70.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2130 dollars and his co-applicant earns 6666.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+171,Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2927, CoapplicantIncome is 2405.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -9758,13 +8217,11 @@ Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 111.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002004. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2927. The CoapplicantIncome is 2405.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2927. The CoapplicantIncome is 2405.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9781,8 +8238,6 @@ Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y,
| 0 |
Male |
- LP002004 |
- Male |
No |
0 |
Not Graduate |
@@ -9795,17 +8250,12 @@ Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002004 & Male & No & 0 & Not Graduate & No & 2927 & 2405.000000 & 111.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 2927 & 2405.000000 & 111.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2927, 'CoapplicantIncome': 2405.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002004', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001751, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3250, CoapplicantIncome is 0.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001751
- - Gender.1 : Male
+","{'ApplicantIncome': 2927, 'CoapplicantIncome': 2405.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 111.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2927 dollars and his co-applicant earns 2405.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+172,Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3250, CoapplicantIncome is 0.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -9815,13 +8265,11 @@ Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is
- LoanAmount : 170.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001751. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3250. The CoapplicantIncome is 0.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3250. The CoapplicantIncome is 0.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9838,8 +8286,6 @@ Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is
| 0 |
Male |
- LP001751 |
- Male |
Yes |
0 |
Graduate |
@@ -9852,17 +8298,12 @@ Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001751 & Male & Yes & 0 & Graduate & No & 3250 & 0.000000 & 170.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3250 & 0.000000 & 170.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001751', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001068, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2799, CoapplicantIncome is 2253.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001068
- - Gender.1 : Male
+","{'ApplicantIncome': 3250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 170.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3250 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+173,Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2799, CoapplicantIncome is 2253.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -9872,13 +8313,11 @@ Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 122.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001068. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2799. The CoapplicantIncome is 2253.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2799. The CoapplicantIncome is 2253.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9895,8 +8334,6 @@ Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001068 |
- Male |
Yes |
0 |
Graduate |
@@ -9909,17 +8346,12 @@ Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001068 & Male & Yes & 0 & Graduate & No & 2799 & 2253.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2799 & 2253.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2799, 'CoapplicantIncome': 2253.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001068', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002403, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10416, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002403
- - Gender.1 : Male
+","{'ApplicantIncome': 2799, 'CoapplicantIncome': 2253.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 122.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2799 dollars and his co-applicant earns 2253.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+174,Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10416, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -9929,13 +8361,11 @@ Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender i
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002403. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10416. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10416. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -9952,8 +8382,6 @@ Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender i
| 0 |
Male |
- LP002403 |
- Male |
No |
0 |
Graduate |
@@ -9966,17 +8394,12 @@ Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002403 & Male & No & 0 & Graduate & Yes & 10416 & 0.000000 & 187.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 10416 & 0.000000 & 187.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 10416, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002403', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001871, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7200, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001871
- - Gender.1 : Female
+","{'ApplicantIncome': 10416, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 187.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 10416 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+175,Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7200, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -9986,13 +8409,11 @@ Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001871. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7200. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7200. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10009,8 +8430,6 @@ Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Female |
- LP001871 |
- Female |
No |
0 |
Graduate |
@@ -10023,17 +8442,12 @@ Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001871 & Female & No & 0 & Graduate & No & 7200 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 7200 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 7200, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001871', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001155, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1928, CoapplicantIncome is 1644.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001155
- - Gender.1 : Female
+","{'ApplicantIncome': 7200, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 120.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 7200 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+176,Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1928, CoapplicantIncome is 1644.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -10043,13 +8457,11 @@ Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurb
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001155. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1928. The CoapplicantIncome is 1644.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1928. The CoapplicantIncome is 1644.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10066,8 +8478,6 @@ Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurb
| 0 |
Female |
- LP001155 |
- Female |
Yes |
0 |
Not Graduate |
@@ -10080,17 +8490,12 @@ Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurb
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001155 & Female & Yes & 0 & Not Graduate & No & 1928 & 1644.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Not Graduate & No & 1928 & 1644.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1928, 'CoapplicantIncome': 1644.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001155', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001761, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6400, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001761
- - Gender.1 : Male
+","{'ApplicantIncome': 1928, 'CoapplicantIncome': 1644.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 100.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 1928 dollars and her co-applicant earns 1644.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+177,Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6400, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -10100,13 +8505,11 @@ Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 200.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001761. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6400. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6400. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10123,8 +8526,6 @@ Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP001761 |
- Male |
No |
0 |
Graduate |
@@ -10137,17 +8538,12 @@ Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001761 & Male & No & 0 & Graduate & Yes & 6400 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 6400 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6400, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001761', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001112, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3667, CoapplicantIncome is 1459.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001112
- - Gender.1 : Female
+","{'ApplicantIncome': 6400, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 200.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 6400 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+178,Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3667, CoapplicantIncome is 1459.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -10157,13 +8553,11 @@ Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y
- LoanAmount : 144.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001112. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3667. The CoapplicantIncome is 1459.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3667. The CoapplicantIncome is 1459.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10180,8 +8574,6 @@ Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y
| 0 |
Female |
- LP001112 |
- Female |
Yes |
0 |
Graduate |
@@ -10194,17 +8586,12 @@ Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001112 & Female & Yes & 0 & Graduate & No & 3667 & 1459.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 3667 & 1459.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3667, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001112', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001543, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 9538, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001543
- - Gender.1 : Male
+","{'ApplicantIncome': 3667, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 144.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3667 dollars and her co-applicant earns 1459.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+179,Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 9538, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -10214,13 +8601,11 @@ Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001543. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9538. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9538. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10237,8 +8622,6 @@ Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001543 |
- Male |
Yes |
1 |
Graduate |
@@ -10251,17 +8634,12 @@ Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001543 & Male & Yes & 1 & Graduate & No & 9538 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 9538 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 9538, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001543', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender is Female, Loan_ID is LP001788, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3463, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001788
- - Gender.1 : Female
+","{'ApplicantIncome': 9538, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9538 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+180,Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3463, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -10271,13 +8649,11 @@ Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender i
- LoanAmount : 122.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001788. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3463. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3463. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10294,8 +8670,6 @@ Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender i
| 0 |
Female |
- LP001788 |
- Female |
No |
0 |
Graduate |
@@ -10308,17 +8682,12 @@ Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001788 & Female & No & 0 & Graduate & Yes & 3463 & 0.000000 & 122.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & Yes & 3463 & 0.000000 & 122.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3463, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001788', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-,LP002925,,No,0,Graduate,No,4750,0.0,94.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002925, Gender.1 is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 0.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
- - Loan_ID : LP002925
- - Gender.1 : None
+","{'ApplicantIncome': 3463, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 122.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is self employed. She earns 3463 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+181,,LP002925,,No,0,Graduate,No,4750,0.0,94.0,360.0,1.0,Semiurban,Y,"Gender is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 0.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
- Married : No
- Dependents : 0
- Education : Graduate
@@ -10328,13 +8697,11 @@ Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender i
- LoanAmount : 94.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002925. The Gender.1 is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 0.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 0.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10351,8 +8718,6 @@ Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender i
| 0 |
None |
- LP002925 |
- None |
No |
0 |
Graduate |
@@ -10365,17 +8730,12 @@ Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender i
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002925 & NaN & No & 0 & Graduate & No & 4750 & 0.000000 & 94.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & No & 0 & Graduate & No & 4750 & 0.000000 & 94.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002925', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001606, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3497, CoapplicantIncome is 1964.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001606
- - Gender.1 : Male
+","{'ApplicantIncome': 4750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried unknown gender individual is applying for a loan of 94.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4750 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+182,Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3497, CoapplicantIncome is 1964.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -10385,13 +8745,11 @@ Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 116.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001606. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3497. The CoapplicantIncome is 1964.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3497. The CoapplicantIncome is 1964.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10408,8 +8766,6 @@ Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001606 |
- Male |
Yes |
0 |
Graduate |
@@ -10422,17 +8778,12 @@ Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001606 & Male & Yes & 0 & Graduate & No & 3497 & 1964.000000 & 116.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3497 & 1964.000000 & 116.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3497, 'CoapplicantIncome': 1964.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001606', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002659, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3466, CoapplicantIncome is 3428.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002659
- - Gender.1 : Male
+","{'ApplicantIncome': 3497, 'CoapplicantIncome': 1964.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 116.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3497 dollars and his co-applicant earns 1964.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+183,Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3466, CoapplicantIncome is 3428.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -10442,13 +8793,11 @@ Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 150.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002659. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3466. The CoapplicantIncome is 3428.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3466. The CoapplicantIncome is 3428.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10465,8 +8814,6 @@ Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP002659 |
- Male |
Yes |
3+ |
Graduate |
@@ -10479,17 +8826,12 @@ Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002659 & Male & Yes & 3+ & Graduate & No & 3466 & 3428.000000 & 150.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 3466 & 3428.000000 & 150.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3466, 'CoapplicantIncome': 3428.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002659', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002624, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20833, CoapplicantIncome is 6667.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002624
- - Gender.1 : Male
+","{'ApplicantIncome': 3466, 'CoapplicantIncome': 3428.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3466 dollars and his co-applicant earns 3428.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+184,Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20833, CoapplicantIncome is 6667.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -10499,13 +8841,11 @@ Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender i
- LoanAmount : 480.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002624. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 20833. The CoapplicantIncome is 6667.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 20833. The CoapplicantIncome is 6667.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10522,8 +8862,6 @@ Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender i
| 0 |
Male |
- LP002624 |
- Male |
Yes |
0 |
Graduate |
@@ -10536,17 +8874,12 @@ Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002624 & Male & Yes & 0 & Graduate & No & 20833 & 6667.000000 & 480.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 20833 & 6667.000000 & 480.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 20833, 'CoapplicantIncome': 6667.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002624', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001664, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4191, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001664
- - Gender.1 : Male
+","{'ApplicantIncome': 20833, 'CoapplicantIncome': 6667.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 480.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 20833 dollars and his co-applicant earns 6667.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+185,Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4191, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -10556,13 +8889,11 @@ Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001664. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4191. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4191. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10579,8 +8910,6 @@ Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP001664 |
- Male |
No |
0 |
Graduate |
@@ -10593,17 +8922,12 @@ Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001664 & Male & No & 0 & Graduate & No & 4191 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4191 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4191, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001664', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002682, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3074, CoapplicantIncome is 1800.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002682
- - Gender.1 : Male
+","{'ApplicantIncome': 4191, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4191 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+186,Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3074, CoapplicantIncome is 1800.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : None
- Education : Not Graduate
@@ -10613,13 +8937,11 @@ Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N,
- LoanAmount : 123.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002682. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3074. The CoapplicantIncome is 1800.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3074. The CoapplicantIncome is 1800.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10636,8 +8958,6 @@ Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N,
| 0 |
Male |
- LP002682 |
- Male |
Yes |
None |
Not Graduate |
@@ -10650,17 +8970,12 @@ Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002682 & Male & Yes & NaN & Not Graduate & No & 3074 & 1800.000000 & 123.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & None & Not Graduate & No & 3074 & 1800.000000 & 123.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3074, 'CoapplicantIncome': 1800.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002682', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002106, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5503, CoapplicantIncome is 4490.0, LoanAmount is 70.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002106
- - Gender.1 : Male
+","{'ApplicantIncome': 3074, 'CoapplicantIncome': 1800.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 123.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3074 dollars and his co-applicant earns 1800.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+187,Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5503, CoapplicantIncome is 4490.0, LoanAmount is 70.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : None
- Education : Graduate
@@ -10670,13 +8985,11 @@ Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender i
- LoanAmount : 70.0
- Loan_Amount_Term : None
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002106. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5503. The CoapplicantIncome is 4490.0. The LoanAmount is 70.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5503. The CoapplicantIncome is 4490.0. The LoanAmount is 70.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10693,8 +9006,6 @@ Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender i
| 0 |
Male |
- LP002106 |
- Male |
Yes |
None |
Graduate |
@@ -10707,17 +9018,12 @@ Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender i
Semiurban |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002106 & Male & Yes & NaN & Graduate & Yes & 5503 & 4490.000000 & 70.000000 & NaN & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & None & Graduate & Yes & 5503 & 4490.000000 & 70.000000 & None & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5503, 'CoapplicantIncome': 4490.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP002106', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-,LP002933,,No,3+,Graduate,Yes,9357,0.0,292.0,360.0,1.0,Semiurban,Y,"Gender is None, Loan_ID is LP002933, Gender.1 is None, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9357, CoapplicantIncome is 0.0, LoanAmount is 292.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
- - Loan_ID : LP002933
- - Gender.1 : None
+","{'ApplicantIncome': 5503, 'CoapplicantIncome': 4490.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 70.0 dollars for unknown months. He has a credit history. He is a graduate and is self employed. He earns 5503 dollars and his co-applicant earns 4490.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+188,,LP002933,,No,3+,Graduate,Yes,9357,0.0,292.0,360.0,1.0,Semiurban,Y,"Gender is None, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9357, CoapplicantIncome is 0.0, LoanAmount is 292.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
- Married : No
- Dependents : 3+
- Education : Graduate
@@ -10727,13 +9033,11 @@ Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender i
- LoanAmount : 292.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002933. The Gender.1 is None. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9357. The CoapplicantIncome is 0.0. The LoanAmount is 292.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is None. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9357. The CoapplicantIncome is 0.0. The LoanAmount is 292.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10750,8 +9054,6 @@ Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender i
| 0 |
None |
- LP002933 |
- None |
No |
3+ |
Graduate |
@@ -10764,17 +9066,12 @@ Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender i
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002933 & NaN & No & 3+ & Graduate & Yes & 9357 & 0.000000 & 292.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & No & 3+ & Graduate & Yes & 9357 & 0.000000 & 292.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 9357, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 292.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002933', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002693, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7948, CoapplicantIncome is 7166.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002693
- - Gender.1 : Male
+","{'ApplicantIncome': 9357, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 292.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried unknown gender individual is applying for a loan of 292.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 9357 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+189,Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7948, CoapplicantIncome is 7166.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -10784,13 +9081,11 @@ Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 480.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002693. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7948. The CoapplicantIncome is 7166.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7948. The CoapplicantIncome is 7166.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10807,8 +9102,6 @@ Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP002693 |
- Male |
Yes |
2 |
Graduate |
@@ -10821,17 +9114,12 @@ Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002693 & Male & Yes & 2 & Graduate & Yes & 7948 & 7166.000000 & 480.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 7948 & 7166.000000 & 480.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 7948, 'CoapplicantIncome': 7166.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002693', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001233, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 10750, CoapplicantIncome is 0.0, LoanAmount is 312.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001233
- - Gender.1 : Male
+","{'ApplicantIncome': 7948, 'CoapplicantIncome': 7166.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 480.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 7948 dollars and his co-applicant earns 7166.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+190,Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 10750, CoapplicantIncome is 0.0, LoanAmount is 312.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -10841,13 +9129,11 @@ Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender i
- LoanAmount : 312.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001233. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10750. The CoapplicantIncome is 0.0. The LoanAmount is 312.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10750. The CoapplicantIncome is 0.0. The LoanAmount is 312.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10864,8 +9150,6 @@ Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender i
| 0 |
Male |
- LP001233 |
- Male |
Yes |
1 |
Graduate |
@@ -10878,17 +9162,12 @@ Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001233 & Male & Yes & 1 & Graduate & No & 10750 & 0.000000 & 312.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 10750 & 0.000000 & 312.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 10750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 312.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001233', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002087, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002087
- - Gender.1 : Female
+","{'ApplicantIncome': 10750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 312.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 312.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 10750 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+191,Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -10898,13 +9177,11 @@ Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 67.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002087. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10921,8 +9198,6 @@ Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Female |
- LP002087 |
- Female |
No |
0 |
Graduate |
@@ -10935,17 +9210,12 @@ Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002087 & Female & No & 0 & Graduate & No & 2500 & 0.000000 & 67.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 2500 & 0.000000 & 67.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002087', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001579, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2237, CoapplicantIncome is 0.0, LoanAmount is 63.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001579
- - Gender.1 : Male
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 67.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2500 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+192,Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2237, CoapplicantIncome is 0.0, LoanAmount is 63.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -10955,13 +9225,11 @@ Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender
- LoanAmount : 63.0
- Loan_Amount_Term : 480.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001579. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2237. The CoapplicantIncome is 0.0. The LoanAmount is 63.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2237. The CoapplicantIncome is 0.0. The LoanAmount is 63.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -10978,8 +9246,6 @@ Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender
| 0 |
Male |
- LP001579 |
- Male |
No |
0 |
Graduate |
@@ -10992,17 +9258,12 @@ Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001579 & Male & No & 0 & Graduate & No & 2237 & 0.000000 & 63.000000 & 480.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2237 & 0.000000 & 63.000000 & 480.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2237, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 63.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001579', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-,LP002103,,Yes,1,Graduate,Yes,9833,1833.0,182.0,180.0,1.0,Urban,Y,"Gender is None, Loan_ID is LP002103, Gender.1 is None, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9833, CoapplicantIncome is 1833.0, LoanAmount is 182.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
- - Loan_ID : LP002103
- - Gender.1 : None
+","{'ApplicantIncome': 2237, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 63.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 63.0 dollars for 40.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2237 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+193,,LP002103,,Yes,1,Graduate,Yes,9833,1833.0,182.0,180.0,1.0,Urban,Y,"Gender is None, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9833, CoapplicantIncome is 1833.0, LoanAmount is 182.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -11012,13 +9273,11 @@ Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender
- LoanAmount : 182.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is None. The Loan_ID is LP002103. The Gender.1 is None. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9833. The CoapplicantIncome is 1833.0. The LoanAmount is 182.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is None. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9833. The CoapplicantIncome is 1833.0. The LoanAmount is 182.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11035,8 +9294,6 @@ Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender
| 0 |
None |
- LP002103 |
- None |
Yes |
1 |
Graduate |
@@ -11049,17 +9306,12 @@ Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002103 & NaN & Yes & 1 & Graduate & Yes & 9833 & 1833.000000 & 182.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 1 & Graduate & Yes & 9833 & 1833.000000 & 182.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 9833, 'CoapplicantIncome': 1833.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 182.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002103', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001565, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3089, CoapplicantIncome is 1280.0, LoanAmount is 121.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001565
- - Gender.1 : Male
+","{'ApplicantIncome': 9833, 'CoapplicantIncome': 1833.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 182.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married unknown gender individual is applying for a loan of 182.0 dollars for 15.0 months. He has a credit history. He is a graduate and is self employed. He earns 9833 dollars and his co-applicant earns 1833.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+194,Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3089, CoapplicantIncome is 1280.0, LoanAmount is 121.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -11069,13 +9321,11 @@ Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Ge
- LoanAmount : 121.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001565. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3089. The CoapplicantIncome is 1280.0. The LoanAmount is 121.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3089. The CoapplicantIncome is 1280.0. The LoanAmount is 121.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11092,8 +9342,6 @@ Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Ge
| 0 |
Male |
- LP001565 |
- Male |
Yes |
1 |
Graduate |
@@ -11106,17 +9354,12 @@ Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001565 & Male & Yes & 1 & Graduate & No & 3089 & 1280.000000 & 121.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3089 & 1280.000000 & 121.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3089, 'CoapplicantIncome': 1280.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 121.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001565', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001998, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7667, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001998
- - Gender.1 : Male
+","{'ApplicantIncome': 3089, 'CoapplicantIncome': 1280.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 121.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 121.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3089 dollars and his co-applicant earns 1280.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+195,Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7667, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -11126,13 +9369,11 @@ Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender i
- LoanAmount : 185.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001998. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7667. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7667. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11149,8 +9390,6 @@ Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender i
| 0 |
Male |
- LP001998 |
- Male |
Yes |
2 |
Not Graduate |
@@ -11163,17 +9402,12 @@ Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001998 & Male & Yes & 2 & Not Graduate & No & 7667 & 0.000000 & 185.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 7667 & 0.000000 & 185.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 7667, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001998', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001658, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3858, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001658
- - Gender.1 : Male
+","{'ApplicantIncome': 7667, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 185.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 7667 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+196,Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3858, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -11183,13 +9417,11 @@ Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 76.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001658. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3858. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3858. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11206,8 +9438,6 @@ Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001658 |
- Male |
No |
0 |
Graduate |
@@ -11220,17 +9450,12 @@ Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001658 & Male & No & 0 & Graduate & No & 3858 & 0.000000 & 76.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3858 & 0.000000 & 76.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3858, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 76.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001658', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001531, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9166, CoapplicantIncome is 0.0, LoanAmount is 244.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001531
- - Gender.1 : Male
+","{'ApplicantIncome': 3858, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 76.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 76.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3858 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+197,Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9166, CoapplicantIncome is 0.0, LoanAmount is 244.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -11240,13 +9465,11 @@ Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is
- LoanAmount : 244.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001531. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9166. The CoapplicantIncome is 0.0. The LoanAmount is 244.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9166. The CoapplicantIncome is 0.0. The LoanAmount is 244.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11263,8 +9486,6 @@ Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is
| 0 |
Male |
- LP001531 |
- Male |
No |
0 |
Graduate |
@@ -11277,17 +9498,12 @@ Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001531 & Male & No & 0 & Graduate & No & 9166 & 0.000000 & 244.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 9166 & 0.000000 & 244.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 9166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 244.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001531', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002151, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3875, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002151
- - Gender.1 : Male
+","{'ApplicantIncome': 9166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 244.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 244.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9166 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+198,Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3875, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -11297,13 +9513,11 @@ Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is
- LoanAmount : 67.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002151. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3875. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3875. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11320,8 +9534,6 @@ Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is
| 0 |
Male |
- LP002151 |
- Male |
Yes |
1 |
Graduate |
@@ -11334,17 +9546,12 @@ Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002151 & Male & Yes & 1 & Graduate & No & 3875 & 0.000000 & 67.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3875 & 0.000000 & 67.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3875, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002151', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is Male, Loan_ID is LP002424, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7333, CoapplicantIncome is 8333.0, LoanAmount is 175.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002424
- - Gender.1 : Male
+","{'ApplicantIncome': 3875, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 67.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3875 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+199,Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7333, CoapplicantIncome is 8333.0, LoanAmount is 175.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -11354,13 +9561,11 @@ Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is
- LoanAmount : 175.0
- Loan_Amount_Term : 300.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002424. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7333. The CoapplicantIncome is 8333.0. The LoanAmount is 175.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7333. The CoapplicantIncome is 8333.0. The LoanAmount is 175.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11377,8 +9582,6 @@ Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is
| 0 |
Male |
- LP002424 |
- Male |
Yes |
0 |
Graduate |
@@ -11391,17 +9594,12 @@ Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002424 & Male & Yes & 0 & Graduate & No & 7333 & 8333.000000 & 175.000000 & 300.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 7333 & 8333.000000 & 175.000000 & 300.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 7333, 'CoapplicantIncome': 8333.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002424', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002606, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3159, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002606
- - Gender.1 : Female
+","{'ApplicantIncome': 7333, 'CoapplicantIncome': 8333.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 175.0 dollars for 25.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 7333 dollars and his co-applicant earns 8333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+200,Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3159, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -11411,13 +9609,11 @@ Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002606. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3159. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3159. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11434,8 +9630,6 @@ Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Female |
- LP002606 |
- Female |
No |
0 |
Graduate |
@@ -11448,17 +9642,12 @@ Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002606 & Female & No & 0 & Graduate & No & 3159 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3159 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3159, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002606', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002720, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4281, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002720
- - Gender.1 : Male
+","{'ApplicantIncome': 3159, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 100.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3159 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+201,Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4281, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -11468,13 +9657,11 @@ Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender i
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002720. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4281. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4281. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11491,8 +9678,6 @@ Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender i
| 0 |
Male |
- LP002720 |
- Male |
Yes |
3+ |
Graduate |
@@ -11505,17 +9690,12 @@ Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002720 & Male & Yes & 3+ & Graduate & No & 4281 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 4281 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4281, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002720', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001356, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 3583.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001356
- - Gender.1 : Male
+","{'ApplicantIncome': 4281, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4281 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+202,Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 3583.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -11525,13 +9705,11 @@ Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001356. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 3583.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 3583.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11548,8 +9726,6 @@ Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001356 |
- Male |
Yes |
0 |
Graduate |
@@ -11562,17 +9738,12 @@ Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001356 & Male & Yes & 0 & Graduate & No & 4652 & 3583.000000 & NaN & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 4652 & 3583.000000 & None & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4652, 'CoapplicantIncome': 3583.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001356', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002301, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7441, CoapplicantIncome is 0.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002301
- - Gender.1 : Female
+","{'ApplicantIncome': 4652, 'CoapplicantIncome': 3583.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4652 dollars and his co-applicant earns 3583.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+203,Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7441, CoapplicantIncome is 0.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -11582,13 +9753,11 @@ Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gende
- LoanAmount : 194.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002301. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7441. The CoapplicantIncome is 0.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7441. The CoapplicantIncome is 0.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11605,8 +9774,6 @@ Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gende
| 0 |
Female |
- LP002301 |
- Female |
No |
0 |
Graduate |
@@ -11619,17 +9786,12 @@ Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002301 & Female & No & 0 & Graduate & Yes & 7441 & 0.000000 & 194.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & Yes & 7441 & 0.000000 & 194.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 7441, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 194.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002301', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001253, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5266, CoapplicantIncome is 1774.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001253
- - Gender.1 : Male
+","{'ApplicantIncome': 7441, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 194.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 194.0 dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 7441 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+204,Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5266, CoapplicantIncome is 1774.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -11639,13 +9801,11 @@ Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y,"
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001253. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5266. The CoapplicantIncome is 1774.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5266. The CoapplicantIncome is 1774.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11662,8 +9822,6 @@ Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y,"
| 0 |
Male |
- LP001253 |
- Male |
Yes |
3+ |
Graduate |
@@ -11676,17 +9834,12 @@ Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001253 & Male & Yes & 3+ & Graduate & Yes & 5266 & 1774.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & Yes & 5266 & 1774.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5266, 'CoapplicantIncome': 1774.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001253', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002398, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1926, CoapplicantIncome is 1851.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002398
- - Gender.1 : Male
+","{'ApplicantIncome': 5266, 'CoapplicantIncome': 1774.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 5266 dollars and his co-applicant earns 1774.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+205,Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1926, CoapplicantIncome is 1851.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -11696,13 +9849,11 @@ Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gend
- LoanAmount : 50.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002398. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1926. The CoapplicantIncome is 1851.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1926. The CoapplicantIncome is 1851.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11719,8 +9870,6 @@ Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gend
| 0 |
Male |
- LP002398 |
- Male |
No |
0 |
Graduate |
@@ -11733,17 +9882,12 @@ Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002398 & Male & No & 0 & Graduate & No & 1926 & 1851.000000 & 50.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 1926 & 1851.000000 & 50.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1926, 'CoapplicantIncome': 1851.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002398', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002931, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 205.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002931
- - Gender.1 : Male
+","{'ApplicantIncome': 1926, 'CoapplicantIncome': 1851.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 50.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1926 dollars and his co-applicant earns 1851.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+206,Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 205.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -11753,13 +9897,11 @@ Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gend
- LoanAmount : 205.0
- Loan_Amount_Term : 240.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002931. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 205.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 205.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11776,8 +9918,6 @@ Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gend
| 0 |
Male |
- LP002931 |
- Male |
Yes |
2 |
Graduate |
@@ -11790,17 +9930,12 @@ Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002931 & Male & Yes & 2 & Graduate & Yes & 6000 & 0.000000 & 205.000000 & 240.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 6000 & 0.000000 & 205.000000 & 240.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 205.0, 'Loan_Amount_Term': 240.0, 'Loan_ID': 'LP002931', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001422, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10408, CoapplicantIncome is 0.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001422
- - Gender.1 : Female
+","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 205.0, 'Loan_Amount_Term': 240.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 205.0 dollars for 20.0 months. He has a credit history. He is a graduate and is self employed. He earns 6000 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+207,Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10408, CoapplicantIncome is 0.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -11810,13 +9945,11 @@ Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gende
- LoanAmount : 259.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001422. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10408. The CoapplicantIncome is 0.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10408. The CoapplicantIncome is 0.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11833,8 +9966,6 @@ Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gende
| 0 |
Female |
- LP001422 |
- Female |
No |
0 |
Graduate |
@@ -11847,17 +9978,12 @@ Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001422 & Female & No & 0 & Graduate & No & 10408 & 0.000000 & 259.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 10408 & 0.000000 & 259.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 10408, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 259.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001422', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002288, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2889, CoapplicantIncome is 0.0, LoanAmount is 45.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002288
- - Gender.1 : Male
+","{'ApplicantIncome': 10408, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 259.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 259.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 10408 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+208,Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2889, CoapplicantIncome is 0.0, LoanAmount is 45.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -11867,13 +9993,11 @@ Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender
- LoanAmount : 45.0
- Loan_Amount_Term : 180.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002288. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2889. The CoapplicantIncome is 0.0. The LoanAmount is 45.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2889. The CoapplicantIncome is 0.0. The LoanAmount is 45.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11890,8 +10014,6 @@ Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender
| 0 |
Male |
- LP002288 |
- Male |
Yes |
2 |
Not Graduate |
@@ -11904,17 +10026,12 @@ Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002288 & Male & Yes & 2 & Not Graduate & No & 2889 & 0.000000 & 45.000000 & 180.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 2889 & 0.000000 & 45.000000 & 180.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2889, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 45.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002288', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is Male, Loan_ID is LP002362, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 7250, CoapplicantIncome is 1667.0, LoanAmount is 110.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002362
- - Gender.1 : Male
+","{'ApplicantIncome': 2889, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 45.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 45.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2889 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+209,Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 7250, CoapplicantIncome is 1667.0, LoanAmount is 110.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -11924,13 +10041,11 @@ Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is M
- LoanAmount : 110.0
- Loan_Amount_Term : None
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002362. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7250. The CoapplicantIncome is 1667.0. The LoanAmount is 110.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7250. The CoapplicantIncome is 1667.0. The LoanAmount is 110.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -11947,8 +10062,6 @@ Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is M
| 0 |
Male |
- LP002362 |
- Male |
Yes |
1 |
Graduate |
@@ -11961,17 +10074,12 @@ Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002362 & Male & Yes & 1 & Graduate & No & 7250 & 1667.000000 & 110.000000 & NaN & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 7250 & 1667.000000 & 110.000000 & None & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 7250, 'CoapplicantIncome': 1667.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP002362', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is Male, Loan_ID is LP002588, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4625, CoapplicantIncome is 2857.0, LoanAmount is 111.0, Loan_Amount_Term is 12.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002588
- - Gender.1 : Male
+","{'ApplicantIncome': 7250, 'CoapplicantIncome': 1667.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for unknown months. He does not have a credit history. He is a graduate and is not self employed. He earns 7250 dollars and his co-applicant earns 1667.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+210,Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4625, CoapplicantIncome is 2857.0, LoanAmount is 111.0, Loan_Amount_Term is 12.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -11981,13 +10089,11 @@ Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is
- LoanAmount : 111.0
- Loan_Amount_Term : 12.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002588. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4625. The CoapplicantIncome is 2857.0. The LoanAmount is 111.0. The Loan_Amount_Term is 12.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4625. The CoapplicantIncome is 2857.0. The LoanAmount is 111.0. The Loan_Amount_Term is 12.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12004,8 +10110,6 @@ Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is
| 0 |
Male |
- LP002588 |
- Male |
Yes |
0 |
Graduate |
@@ -12018,17 +10122,12 @@ Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002588 & Male & Yes & 0 & Graduate & No & 4625 & 2857.000000 & 111.000000 & 12.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 4625 & 2857.000000 & 111.000000 & 12.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4625, 'CoapplicantIncome': 2857.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 12.0, 'Loan_ID': 'LP002588', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001698, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3975, CoapplicantIncome is 2531.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001698
- - Gender.1 : Male
+","{'ApplicantIncome': 4625, 'CoapplicantIncome': 2857.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 12.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 111.0 dollars for 1.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 4625 dollars and his co-applicant earns 2857.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+211,Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3975, CoapplicantIncome is 2531.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -12038,13 +10137,11 @@ Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gend
- LoanAmount : 55.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001698. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3975. The CoapplicantIncome is 2531.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3975. The CoapplicantIncome is 2531.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12061,8 +10158,6 @@ Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gend
| 0 |
Male |
- LP001698 |
- Male |
No |
0 |
Not Graduate |
@@ -12075,17 +10170,12 @@ Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001698 & Male & No & 0 & Not Graduate & No & 3975 & 2531.000000 & 55.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 3975 & 2531.000000 & 55.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3975, 'CoapplicantIncome': 2531.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001698', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002128, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 2583, CoapplicantIncome is 2330.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002128
- - Gender.1 : Male
+","{'ApplicantIncome': 3975, 'CoapplicantIncome': 2531.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 55.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3975 dollars and his co-applicant earns 2531.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+212,Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 2583, CoapplicantIncome is 2330.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -12095,13 +10185,11 @@ Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender i
- LoanAmount : 125.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002128. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2583. The CoapplicantIncome is 2330.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2583. The CoapplicantIncome is 2330.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12118,8 +10206,6 @@ Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender i
| 0 |
Male |
- LP002128 |
- Male |
Yes |
2 |
Graduate |
@@ -12132,17 +10218,12 @@ Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002128 & Male & Yes & 2 & Graduate & NaN & 2583 & 2330.000000 & 125.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & None & 2583 & 2330.000000 & 125.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2583, 'CoapplicantIncome': 2330.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002128', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002180, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6822, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002180
- - Gender.1 : Male
+","{'ApplicantIncome': 2583, 'CoapplicantIncome': 2330.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 125.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 2583 dollars and his co-applicant earns 2330.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+213,Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6822, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -12152,13 +10233,11 @@ Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 141.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002180. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6822. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6822. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12175,8 +10254,6 @@ Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP002180 |
- Male |
No |
0 |
Graduate |
@@ -12189,17 +10266,12 @@ Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002180 & Male & No & 0 & Graduate & Yes & 6822 & 0.000000 & 141.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 6822 & 0.000000 & 141.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6822, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 141.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002180', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002141, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 2666, CoapplicantIncome is 2083.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002141
- - Gender.1 : Male
+","{'ApplicantIncome': 6822, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 141.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 141.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 6822 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+214,Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 2666, CoapplicantIncome is 2083.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -12209,13 +10281,11 @@ Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 95.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002141. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2666. The CoapplicantIncome is 2083.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2666. The CoapplicantIncome is 2083.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12232,8 +10302,6 @@ Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002141 |
- Male |
Yes |
3+ |
Graduate |
@@ -12246,17 +10314,12 @@ Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002141 & Male & Yes & 3+ & Graduate & No & 2666 & 2083.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 2666 & 2083.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2666, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002141', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002697, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4680, CoapplicantIncome is 2087.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002697
- - Gender.1 : Male
+","{'ApplicantIncome': 2666, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 95.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2666 dollars and his co-applicant earns 2083.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+215,Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4680, CoapplicantIncome is 2087.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -12266,13 +10329,11 @@ Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender i
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002697. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4680. The CoapplicantIncome is 2087.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4680. The CoapplicantIncome is 2087.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12289,8 +10350,6 @@ Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender i
| 0 |
Male |
- LP002697 |
- Male |
No |
0 |
Graduate |
@@ -12303,17 +10362,12 @@ Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender i
Semiurban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002697 & Male & No & 0 & Graduate & No & 4680 & 2087.000000 & NaN & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4680 & 2087.000000 & None & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4680, 'CoapplicantIncome': 2087.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002697', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001018, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4006, CoapplicantIncome is 1526.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001018
- - Gender.1 : Male
+","{'ApplicantIncome': 4680, 'CoapplicantIncome': 2087.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4680 dollars and his co-applicant earns 2087.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+216,Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4006, CoapplicantIncome is 1526.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -12323,13 +10377,11 @@ Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 168.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001018. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4006. The CoapplicantIncome is 1526.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4006. The CoapplicantIncome is 1526.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12346,8 +10398,6 @@ Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001018 |
- Male |
Yes |
2 |
Graduate |
@@ -12360,17 +10410,12 @@ Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001018 & Male & Yes & 2 & Graduate & No & 4006 & 1526.000000 & 168.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 4006 & 1526.000000 & 168.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4006, 'CoapplicantIncome': 1526.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001018', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002255, Gender.1 is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9167, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002255
- - Gender.1 : Male
+","{'ApplicantIncome': 4006, 'CoapplicantIncome': 1526.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 168.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4006 dollars and his co-applicant earns 1526.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+217,Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9167, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 3+
- Education : Graduate
@@ -12380,13 +10425,11 @@ Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 185.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002255. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9167. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9167. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12403,8 +10446,6 @@ Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP002255 |
- Male |
No |
3+ |
Graduate |
@@ -12417,17 +10458,12 @@ Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002255 & Male & No & 3+ & Graduate & No & 9167 & 0.000000 & 185.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 3+ & Graduate & No & 9167 & 0.000000 & 185.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 9167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002255', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is Male, Loan_ID is LP001109, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1828, CoapplicantIncome is 1330.0, LoanAmount is 100.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001109
- - Gender.1 : Male
+","{'ApplicantIncome': 9167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 185.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9167 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+218,Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1828, CoapplicantIncome is 1330.0, LoanAmount is 100.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -12437,13 +10473,11 @@ Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is M
- LoanAmount : 100.0
- Loan_Amount_Term : None
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001109. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1828. The CoapplicantIncome is 1330.0. The LoanAmount is 100.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1828. The CoapplicantIncome is 1330.0. The LoanAmount is 100.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12460,8 +10494,6 @@ Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is M
| 0 |
Male |
- LP001109 |
- Male |
Yes |
0 |
Graduate |
@@ -12474,17 +10506,12 @@ Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001109 & Male & Yes & 0 & Graduate & No & 1828 & 1330.000000 & 100.000000 & NaN & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 1828 & 1330.000000 & 100.000000 & None & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1828, 'CoapplicantIncome': 1330.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001109', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001493, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4200, CoapplicantIncome is 1430.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001493
- - Gender.1 : Male
+","{'ApplicantIncome': 1828, 'CoapplicantIncome': 1330.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for unknown months. He does not have a credit history. He is a graduate and is not self employed. He earns 1828 dollars and his co-applicant earns 1330.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+219,Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4200, CoapplicantIncome is 1430.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -12494,13 +10521,11 @@ Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Ge
- LoanAmount : 129.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001493. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4200. The CoapplicantIncome is 1430.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4200. The CoapplicantIncome is 1430.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12517,8 +10542,6 @@ Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Ge
| 0 |
Male |
- LP001493 |
- Male |
Yes |
2 |
Not Graduate |
@@ -12531,17 +10554,12 @@ Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001493 & Male & Yes & 2 & Not Graduate & No & 4200 & 1430.000000 & 129.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 4200 & 1430.000000 & 129.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4200, 'CoapplicantIncome': 1430.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 129.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001493', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001843, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2661, CoapplicantIncome is 7101.0, LoanAmount is 279.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001843
- - Gender.1 : Male
+","{'ApplicantIncome': 4200, 'CoapplicantIncome': 1430.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 129.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 129.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4200 dollars and his co-applicant earns 1430.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+220,Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2661, CoapplicantIncome is 7101.0, LoanAmount is 279.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -12551,13 +10569,11 @@ Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y
- LoanAmount : 279.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001843. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2661. The CoapplicantIncome is 7101.0. The LoanAmount is 279.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2661. The CoapplicantIncome is 7101.0. The LoanAmount is 279.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12574,8 +10590,6 @@ Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y
| 0 |
Male |
- LP001843 |
- Male |
Yes |
1 |
Not Graduate |
@@ -12588,17 +10602,12 @@ Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001843 & Male & Yes & 1 & Not Graduate & No & 2661 & 7101.000000 & 279.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 2661 & 7101.000000 & 279.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2661, 'CoapplicantIncome': 7101.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 279.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001843', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001977, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1625, CoapplicantIncome is 1803.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001977
- - Gender.1 : Male
+","{'ApplicantIncome': 2661, 'CoapplicantIncome': 7101.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 279.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 279.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2661 dollars and his co-applicant earns 7101.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+221,Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1625, CoapplicantIncome is 1803.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -12608,13 +10617,11 @@ Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 96.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001977. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1625. The CoapplicantIncome is 1803.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1625. The CoapplicantIncome is 1803.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12631,8 +10638,6 @@ Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001977 |
- Male |
Yes |
1 |
Graduate |
@@ -12645,17 +10650,12 @@ Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001977 & Male & Yes & 1 & Graduate & No & 1625 & 1803.000000 & 96.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 1625 & 1803.000000 & 96.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1625, 'CoapplicantIncome': 1803.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001977', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002300, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1963, CoapplicantIncome is 0.0, LoanAmount is 53.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002300
- - Gender.1 : Female
+","{'ApplicantIncome': 1625, 'CoapplicantIncome': 1803.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1625 dollars and his co-applicant earns 1803.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+222,Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1963, CoapplicantIncome is 0.0, LoanAmount is 53.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -12665,13 +10665,11 @@ Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 53.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002300. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1963. The CoapplicantIncome is 0.0. The LoanAmount is 53.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1963. The CoapplicantIncome is 0.0. The LoanAmount is 53.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12688,8 +10686,6 @@ Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y,
| 0 |
Female |
- LP002300 |
- Female |
No |
0 |
Not Graduate |
@@ -12702,17 +10698,12 @@ Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002300 & Female & No & 0 & Not Graduate & No & 1963 & 0.000000 & 53.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Not Graduate & No & 1963 & 0.000000 & 53.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1963, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 53.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002300', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001199, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3357, CoapplicantIncome is 2859.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001199
- - Gender.1 : Male
+","{'ApplicantIncome': 1963, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 53.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 53.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 1963 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+223,Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3357, CoapplicantIncome is 2859.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -12722,13 +10713,11 @@ Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Ge
- LoanAmount : 144.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001199. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3357. The CoapplicantIncome is 2859.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3357. The CoapplicantIncome is 2859.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12745,8 +10734,6 @@ Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP001199 |
- Male |
Yes |
2 |
Not Graduate |
@@ -12759,17 +10746,12 @@ Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001199 & Male & Yes & 2 & Not Graduate & No & 3357 & 2859.000000 & 144.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 3357 & 2859.000000 & 144.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3357, 'CoapplicantIncome': 2859.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001199', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001387, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2929, CoapplicantIncome is 2333.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001387
- - Gender.1 : Female
+","{'ApplicantIncome': 3357, 'CoapplicantIncome': 2859.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 144.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3357 dollars and his co-applicant earns 2859.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+224,Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2929, CoapplicantIncome is 2333.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -12779,13 +10761,11 @@ Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y,"
- LoanAmount : 139.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001387. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2929. The CoapplicantIncome is 2333.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2929. The CoapplicantIncome is 2333.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12802,8 +10782,6 @@ Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y,"
| 0 |
Female |
- LP001387 |
- Female |
Yes |
0 |
Graduate |
@@ -12816,17 +10794,12 @@ Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001387 & Female & Yes & 0 & Graduate & NaN & 2929 & 2333.000000 & 139.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & None & 2929 & 2333.000000 & 139.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2929, 'CoapplicantIncome': 2333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 139.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001387', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002181, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6216, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002181
- - Gender.1 : Male
+","{'ApplicantIncome': 2929, 'CoapplicantIncome': 2333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 139.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A married female individual is applying for a loan of 139.0 dollars for 30.0 months. She has a credit history. She is a graduate and has unknown self employment status. She earns 2929 dollars and her co-applicant earns 2333.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+225,Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6216, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -12836,13 +10809,11 @@ Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 133.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002181. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6216. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6216. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12859,8 +10830,6 @@ Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP002181 |
- Male |
No |
0 |
Not Graduate |
@@ -12873,17 +10842,12 @@ Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002181 & Male & No & 0 & Not Graduate & No & 6216 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 6216 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6216, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002181', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002211, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4817, CoapplicantIncome is 923.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002211
- - Gender.1 : Male
+","{'ApplicantIncome': 6216, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 133.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 6216 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+226,Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4817, CoapplicantIncome is 923.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -12893,13 +10857,11 @@ Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender
- LoanAmount : 120.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002211. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4817. The CoapplicantIncome is 923.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4817. The CoapplicantIncome is 923.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12916,8 +10878,6 @@ Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002211 |
- Male |
Yes |
0 |
Graduate |
@@ -12930,17 +10890,12 @@ Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002211 & Male & Yes & 0 & Graduate & No & 4817 & 923.000000 & 120.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 4817 & 923.000000 & 120.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4817, 'CoapplicantIncome': 923.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002211', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002821, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5800, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002821
- - Gender.1 : Male
+","{'ApplicantIncome': 4817, 'CoapplicantIncome': 923.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4817 dollars and his co-applicant earns 923.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+227,Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5800, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -12950,13 +10905,11 @@ Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 132.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002821. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 5800. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 5800. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -12973,8 +10926,6 @@ Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"G
| 0 |
Male |
- LP002821 |
- Male |
No |
0 |
Not Graduate |
@@ -12987,17 +10938,12 @@ Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002821 & Male & No & 0 & Not Graduate & Yes & 5800 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & Yes & 5800 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5800, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002821', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001870, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3481, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001870
- - Gender.1 : Female
+","{'ApplicantIncome': 5800, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 132.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 5800 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+228,Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3481, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Graduate
@@ -13007,13 +10953,11 @@ Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gen
- LoanAmount : 155.0
- Loan_Amount_Term : 36.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001870. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3481. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3481. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13030,8 +10974,6 @@ Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gen
| 0 |
Female |
- LP001870 |
- Female |
No |
1 |
Graduate |
@@ -13044,17 +10986,12 @@ Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001870 & Female & No & 1 & Graduate & No & 3481 & 0.000000 & 155.000000 & 36.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Graduate & No & 3481 & 0.000000 & 155.000000 & 36.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3481, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 155.0, 'Loan_Amount_Term': 36.0, 'Loan_ID': 'LP001870', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002916, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2297, CoapplicantIncome is 1522.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002916
- - Gender.1 : Male
+","{'ApplicantIncome': 3481, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 155.0, 'Loan_Amount_Term': 36.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 155.0 dollars for 3.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3481 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+229,Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2297, CoapplicantIncome is 1522.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -13064,13 +11001,11 @@ Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 104.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002916. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2297. The CoapplicantIncome is 1522.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2297. The CoapplicantIncome is 1522.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13087,8 +11022,6 @@ Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002916 |
- Male |
Yes |
0 |
Graduate |
@@ -13101,17 +11034,12 @@ Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002916 & Male & Yes & 0 & Graduate & No & 2297 & 1522.000000 & 104.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2297 & 1522.000000 & 104.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2297, 'CoapplicantIncome': 1522.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002916', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001954, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4666, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001954
- - Gender.1 : Female
+","{'ApplicantIncome': 2297, 'CoapplicantIncome': 1522.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 104.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2297 dollars and his co-applicant earns 1522.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+230,Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4666, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -13121,13 +11049,11 @@ Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gende
- LoanAmount : 135.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001954. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4666. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4666. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13144,8 +11070,6 @@ Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gende
| 0 |
Female |
- LP001954 |
- Female |
Yes |
1 |
Graduate |
@@ -13158,17 +11082,12 @@ Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001954 & Female & Yes & 1 & Graduate & No & 4666 & 0.000000 & 135.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 1 & Graduate & No & 4666 & 0.000000 & 135.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4666, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001954', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001528, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6277, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001528
- - Gender.1 : Male
+","{'ApplicantIncome': 4666, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 135.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4666 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
+231,Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6277, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -13178,13 +11097,11 @@ Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is
- LoanAmount : 118.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001528. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6277. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6277. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13201,8 +11118,6 @@ Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is
| 0 |
Male |
- LP001528 |
- Male |
No |
0 |
Graduate |
@@ -13215,17 +11130,12 @@ Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001528 & Male & No & 0 & Graduate & No & 6277 & 0.000000 & 118.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 6277 & 0.000000 & 118.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6277, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001528', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001877, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4708, CoapplicantIncome is 1387.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001877
- - Gender.1 : Male
+","{'ApplicantIncome': 6277, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 118.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 6277 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+232,Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4708, CoapplicantIncome is 1387.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -13235,13 +11145,11 @@ Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 150.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001877. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4708. The CoapplicantIncome is 1387.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4708. The CoapplicantIncome is 1387.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13258,8 +11166,6 @@ Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001877 |
- Male |
Yes |
2 |
Graduate |
@@ -13272,17 +11178,12 @@ Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001877 & Male & Yes & 2 & Graduate & No & 4708 & 1387.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 4708 & 1387.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4708, 'CoapplicantIncome': 1387.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001877', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP002717, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 5500.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002717
- - Gender.1 : Male
+","{'ApplicantIncome': 4708, 'CoapplicantIncome': 1387.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4708 dollars and his co-applicant earns 1387.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+233,Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 5500.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -13292,13 +11193,11 @@ Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is
- LoanAmount : 216.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002717. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 5500.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 5500.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13315,8 +11214,6 @@ Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is
| 0 |
Male |
- LP002717 |
- Male |
Yes |
0 |
Graduate |
@@ -13329,17 +11226,12 @@ Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002717 & Male & Yes & 0 & Graduate & No & 1025 & 5500.000000 & 216.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 1025 & 5500.000000 & 216.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 1025, 'CoapplicantIncome': 5500.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 216.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002717', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002753, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3652, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002753
- - Gender.1 : Female
+","{'ApplicantIncome': 1025, 'CoapplicantIncome': 5500.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 216.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 216.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 1025 dollars and his co-applicant earns 5500.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+234,Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3652, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Graduate
@@ -13349,13 +11241,11 @@ Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 95.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002753. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3652. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3652. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13372,8 +11262,6 @@ Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Female |
- LP002753 |
- Female |
No |
1 |
Graduate |
@@ -13386,17 +11274,12 @@ Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002753 & Female & No & 1 & Graduate & NaN & 3652 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Graduate & None & 3652 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3652, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002753', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001114, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 7210.0, LoanAmount is 184.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001114
- - Gender.1 : Male
+","{'ApplicantIncome': 3652, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 95.0 dollars for 30.0 months. She has a credit history. She is a graduate and has unknown self employment status. She earns 3652 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+235,Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 7210.0, LoanAmount is 184.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -13406,13 +11289,11 @@ Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 184.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001114. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 7210.0. The LoanAmount is 184.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 7210.0. The LoanAmount is 184.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13429,8 +11310,6 @@ Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001114 |
- Male |
No |
0 |
Graduate |
@@ -13443,17 +11322,12 @@ Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001114 & Male & No & 0 & Graduate & No & 4166 & 7210.000000 & 184.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4166 & 7210.000000 & 184.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 7210.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 184.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001114', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002435, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3539, CoapplicantIncome is 1376.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002435
- - Gender.1 : Male
+","{'ApplicantIncome': 4166, 'CoapplicantIncome': 7210.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 184.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 184.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4166 dollars and his co-applicant earns 7210.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+236,Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3539, CoapplicantIncome is 1376.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -13463,13 +11337,11 @@ Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is
- LoanAmount : 55.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002435. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3539. The CoapplicantIncome is 1376.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3539. The CoapplicantIncome is 1376.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13486,8 +11358,6 @@ Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is
| 0 |
Male |
- LP002435 |
- Male |
Yes |
0 |
Graduate |
@@ -13500,17 +11370,12 @@ Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002435 & Male & Yes & 0 & Graduate & NaN & 3539 & 1376.000000 & 55.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & None & 3539 & 1376.000000 & 55.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3539, 'CoapplicantIncome': 1376.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002435', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001994, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 1863.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001994
- - Gender.1 : Female
+","{'ApplicantIncome': 3539, 'CoapplicantIncome': 1376.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 55.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3539 dollars and his co-applicant earns 1376.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+237,Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 1863.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -13520,13 +11385,11 @@ Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gen
- LoanAmount : 104.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001994. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 1863.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 1863.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13543,8 +11406,6 @@ Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gen
| 0 |
Female |
- LP001994 |
- Female |
No |
0 |
Graduate |
@@ -13557,17 +11418,12 @@ Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gen
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001994 & Female & No & 0 & Graduate & No & 2400 & 1863.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 2400 & 1863.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2400, 'CoapplicantIncome': 1863.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001994', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP001671, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3416, CoapplicantIncome is 2816.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001671
- - Gender.1 : Female
+","{'ApplicantIncome': 2400, 'CoapplicantIncome': 1863.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 104.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 2400 dollars and her co-applicant earns 1863.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+238,Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3416, CoapplicantIncome is 2816.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -13577,13 +11433,11 @@ Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"G
- LoanAmount : 113.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001671. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3416. The CoapplicantIncome is 2816.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3416. The CoapplicantIncome is 2816.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13600,8 +11454,6 @@ Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"G
| 0 |
Female |
- LP001671 |
- Female |
Yes |
0 |
Graduate |
@@ -13614,17 +11466,12 @@ Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001671 & Female & Yes & 0 & Graduate & No & 3416 & 2816.000000 & 113.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 3416 & 2816.000000 & 113.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3416, 'CoapplicantIncome': 2816.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001671', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002534, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4350, CoapplicantIncome is 0.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002534
- - Gender.1 : Female
+","{'ApplicantIncome': 3416, 'CoapplicantIncome': 2816.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 113.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 3416 dollars and her co-applicant earns 2816.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+239,Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4350, CoapplicantIncome is 0.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -13634,13 +11481,11 @@ Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Ge
- LoanAmount : 154.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002534. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4350. The CoapplicantIncome is 0.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4350. The CoapplicantIncome is 0.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13657,8 +11502,6 @@ Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Ge
| 0 |
Female |
- LP002534 |
- Female |
No |
0 |
Not Graduate |
@@ -13671,17 +11514,12 @@ Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002534 & Female & No & 0 & Not Graduate & No & 4350 & 0.000000 & 154.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Not Graduate & No & 4350 & 0.000000 & 154.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4350, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 154.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002534', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male, Loan_ID is LP002188, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5124, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002188
- - Gender.1 : Male
+","{'ApplicantIncome': 4350, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 154.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 154.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 4350 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+240,Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5124, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -13691,13 +11529,11 @@ Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male,
- LoanAmount : 124.0
- Loan_Amount_Term : None
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002188. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5124. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5124. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13714,8 +11550,6 @@ Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male,
| 0 |
Male |
- LP002188 |
- Male |
No |
0 |
Graduate |
@@ -13728,17 +11562,12 @@ Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male,
Rural |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002188 & Male & No & 0 & Graduate & No & 5124 & 0.000000 & 124.000000 & NaN & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 5124 & 0.000000 & 124.000000 & None & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5124, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP002188', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001516, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 14866, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001516
- - Gender.1 : Female
+","{'ApplicantIncome': 5124, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 124.0 dollars for unknown months. He does not have a credit history. He is a graduate and is not self employed. He earns 5124 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+241,Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 14866, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -13748,13 +11577,11 @@ Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gende
- LoanAmount : 70.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001516. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14866. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14866. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13771,8 +11598,6 @@ Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gende
| 0 |
Female |
- LP001516 |
- Female |
Yes |
2 |
Graduate |
@@ -13785,17 +11610,12 @@ Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001516 & Female & Yes & 2 & Graduate & No & 14866 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 2 & Graduate & No & 14866 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 14866, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001516', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002545, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3547, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002545
- - Gender.1 : Male
+","{'ApplicantIncome': 14866, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 70.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 14866 dollars. She has 2 people that she is liable to provide maintenance for. She lives in urban area.
+242,Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3547, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 2
- Education : Graduate
@@ -13805,13 +11625,11 @@ Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is M
- LoanAmount : 80.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002545. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3547. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3547. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13828,8 +11646,6 @@ Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is M
| 0 |
Male |
- LP002545 |
- Male |
No |
2 |
Graduate |
@@ -13842,17 +11658,12 @@ Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is M
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002545 & Male & No & 2 & Graduate & No & 3547 & 0.000000 & 80.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 2 & Graduate & No & 3547 & 0.000000 & 80.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3547, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002545', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP002757, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3017, CoapplicantIncome is 663.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002757
- - Gender.1 : Female
+","{'ApplicantIncome': 3547, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 80.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3547 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+243,Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3017, CoapplicantIncome is 663.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -13862,13 +11673,11 @@ Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y
- LoanAmount : 102.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002757. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3017. The CoapplicantIncome is 663.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3017. The CoapplicantIncome is 663.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13885,8 +11694,6 @@ Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y
| 0 |
Female |
- LP002757 |
- Female |
Yes |
0 |
Not Graduate |
@@ -13899,17 +11706,12 @@ Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002757 & Female & Yes & 0 & Not Graduate & No & 3017 & 663.000000 & 102.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Not Graduate & No & 3017 & 663.000000 & 102.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3017, 'CoapplicantIncome': 663.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 102.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002757', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001518, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1538, CoapplicantIncome is 1425.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001518
- - Gender.1 : Male
+","{'ApplicantIncome': 3017, 'CoapplicantIncome': 663.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 102.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 102.0 dollars for 30.0 months. She has unknown credit history. She is not a graduate and is not self employed. She earns 3017 dollars and her co-applicant earns 663.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+244,Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1538, CoapplicantIncome is 1425.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -13919,13 +11721,11 @@ Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 30.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001518. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1538. The CoapplicantIncome is 1425.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1538. The CoapplicantIncome is 1425.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13942,8 +11742,6 @@ Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001518 |
- Male |
Yes |
1 |
Graduate |
@@ -13956,17 +11754,12 @@ Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001518 & Male & Yes & 1 & Graduate & No & 1538 & 1425.000000 & 30.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 1538 & 1425.000000 & 30.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1538, 'CoapplicantIncome': 1425.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 30.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001518', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002390, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002390
- - Gender.1 : Male
+","{'ApplicantIncome': 1538, 'CoapplicantIncome': 1425.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 30.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 30.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1538 dollars and his co-applicant earns 1425.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+245,Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -13976,13 +11769,11 @@ Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002390. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -13999,8 +11790,6 @@ Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP002390 |
- Male |
No |
0 |
Graduate |
@@ -14013,17 +11802,12 @@ Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002390 & Male & No & 0 & Graduate & No & 3750 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3750 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002390', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002137, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6333, CoapplicantIncome is 4583.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002137
- - Gender.1 : Male
+","{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3750 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+246,Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6333, CoapplicantIncome is 4583.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -14033,13 +11817,11 @@ Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gende
- LoanAmount : 259.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002137. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6333. The CoapplicantIncome is 4583.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6333. The CoapplicantIncome is 4583.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14056,8 +11838,6 @@ Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gende
| 0 |
Male |
- LP002137 |
- Male |
Yes |
0 |
Graduate |
@@ -14070,17 +11850,12 @@ Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002137 & Male & Yes & 0 & Graduate & No & 6333 & 4583.000000 & 259.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 6333 & 4583.000000 & 259.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6333, 'CoapplicantIncome': 4583.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 259.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002137', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002067, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8666, CoapplicantIncome is 4983.0, LoanAmount is 376.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002067
- - Gender.1 : Male
+","{'ApplicantIncome': 6333, 'CoapplicantIncome': 4583.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 259.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 259.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6333 dollars and his co-applicant earns 4583.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+247,Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8666, CoapplicantIncome is 4983.0, LoanAmount is 376.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -14090,13 +11865,11 @@ Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gende
- LoanAmount : 376.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002067. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8666. The CoapplicantIncome is 4983.0. The LoanAmount is 376.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8666. The CoapplicantIncome is 4983.0. The LoanAmount is 376.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14113,8 +11886,6 @@ Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gende
| 0 |
Male |
- LP002067 |
- Male |
Yes |
1 |
Graduate |
@@ -14127,17 +11898,12 @@ Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002067 & Male & Yes & 1 & Graduate & Yes & 8666 & 4983.000000 & 376.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & Yes & 8666 & 4983.000000 & 376.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 8666, 'CoapplicantIncome': 4983.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 376.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002067', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002305, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4547, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002305
- - Gender.1 : Female
+","{'ApplicantIncome': 8666, 'CoapplicantIncome': 4983.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 376.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 376.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 8666 dollars and his co-applicant earns 4983.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+248,Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4547, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -14147,13 +11913,11 @@ Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 115.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002305. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4547. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4547. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14170,8 +11934,6 @@ Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Female |
- LP002305 |
- Female |
No |
0 |
Graduate |
@@ -14184,17 +11946,12 @@ Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002305 & Female & No & 0 & Graduate & No & 4547 & 0.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 4547 & 0.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4547, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002305', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001432, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2957, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001432
- - Gender.1 : Male
+","{'ApplicantIncome': 4547, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 115.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4547 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+249,Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2957, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -14204,13 +11961,11 @@ Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 81.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001432. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2957. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2957. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14227,8 +11982,6 @@ Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001432 |
- Male |
Yes |
2 |
Graduate |
@@ -14241,17 +11994,12 @@ Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001432 & Male & Yes & 2 & Graduate & No & 2957 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 2957 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2957, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001432', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002670, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2031, CoapplicantIncome is 1632.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002670
- - Gender.1 : Female
+","{'ApplicantIncome': 2957, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 81.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2957 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+250,Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2031, CoapplicantIncome is 1632.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -14261,13 +12009,11 @@ Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y
- LoanAmount : 113.0
- Loan_Amount_Term : 480.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002670. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2031. The CoapplicantIncome is 1632.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2031. The CoapplicantIncome is 1632.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14284,8 +12030,6 @@ Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y
| 0 |
Female |
- LP002670 |
- Female |
Yes |
2 |
Graduate |
@@ -14298,17 +12042,12 @@ Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002670 & Female & Yes & 2 & Graduate & No & 2031 & 1632.000000 & 113.000000 & 480.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 2 & Graduate & No & 2031 & 1632.000000 & 113.000000 & 480.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2031, 'CoapplicantIncome': 1632.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002670', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001327, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2484, CoapplicantIncome is 2302.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001327
- - Gender.1 : Female
+","{'ApplicantIncome': 2031, 'CoapplicantIncome': 1632.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 113.0 dollars for 40.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2031 dollars and her co-applicant earns 1632.0 dollars. She has 2 people that she is liable to provide maintenance for. She lives in semiurban area.
+251,Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2484, CoapplicantIncome is 2302.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -14318,13 +12057,11 @@ Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y
- LoanAmount : 137.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001327. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2484. The CoapplicantIncome is 2302.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2484. The CoapplicantIncome is 2302.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14341,8 +12078,6 @@ Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y
| 0 |
Female |
- LP001327 |
- Female |
Yes |
0 |
Graduate |
@@ -14355,17 +12090,12 @@ Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001327 & Female & Yes & 0 & Graduate & No & 2484 & 2302.000000 & 137.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 2484 & 2302.000000 & 137.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2484, 'CoapplicantIncome': 2302.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001327', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001507, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2698, CoapplicantIncome is 2034.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001507
- - Gender.1 : Male
+","{'ApplicantIncome': 2484, 'CoapplicantIncome': 2302.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 137.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2484 dollars and her co-applicant earns 2302.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+252,Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2698, CoapplicantIncome is 2034.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -14375,13 +12105,11 @@ Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 122.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001507. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2698. The CoapplicantIncome is 2034.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2698. The CoapplicantIncome is 2034.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14398,8 +12126,6 @@ Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001507 |
- Male |
Yes |
0 |
Graduate |
@@ -14412,17 +12138,12 @@ Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001507 & Male & Yes & 0 & Graduate & No & 2698 & 2034.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2698 & 2034.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2698, 'CoapplicantIncome': 2034.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001507', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001792, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3315, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001792
- - Gender.1 : Male
+","{'ApplicantIncome': 2698, 'CoapplicantIncome': 2034.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 122.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2698 dollars and his co-applicant earns 2034.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+253,Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3315, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -14432,13 +12153,11 @@ Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 96.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001792. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3315. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3315. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14455,8 +12174,6 @@ Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001792 |
- Male |
Yes |
1 |
Graduate |
@@ -14469,17 +12186,12 @@ Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001792 & Male & Yes & 1 & Graduate & No & 3315 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3315 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3315, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001792', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002789, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3593, CoapplicantIncome is 4266.0, LoanAmount is 132.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002789
- - Gender.1 : Male
+","{'ApplicantIncome': 3315, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3315 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+254,Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3593, CoapplicantIncome is 4266.0, LoanAmount is 132.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -14489,13 +12201,11 @@ Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender
- LoanAmount : 132.0
- Loan_Amount_Term : 180.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002789. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3593. The CoapplicantIncome is 4266.0. The LoanAmount is 132.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3593. The CoapplicantIncome is 4266.0. The LoanAmount is 132.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14512,8 +12222,6 @@ Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender
| 0 |
Male |
- LP002789 |
- Male |
Yes |
0 |
Graduate |
@@ -14526,17 +12234,12 @@ Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002789 & Male & Yes & 0 & Graduate & No & 3593 & 4266.000000 & 132.000000 & 180.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3593 & 4266.000000 & 132.000000 & 180.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3593, 'CoapplicantIncome': 4266.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002789', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001333, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1977, CoapplicantIncome is 997.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001333
- - Gender.1 : Male
+","{'ApplicantIncome': 3593, 'CoapplicantIncome': 4266.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 132.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3593 dollars and his co-applicant earns 4266.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+255,Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1977, CoapplicantIncome is 997.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -14546,13 +12249,11 @@ Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gend
- LoanAmount : 50.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001333. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1977. The CoapplicantIncome is 997.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1977. The CoapplicantIncome is 997.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14569,8 +12270,6 @@ Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gend
| 0 |
Male |
- LP001333 |
- Male |
Yes |
0 |
Graduate |
@@ -14583,17 +12282,12 @@ Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001333 & Male & Yes & 0 & Graduate & No & 1977 & 997.000000 & 50.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 1977 & 997.000000 & 50.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1977, 'CoapplicantIncome': 997.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001333', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002197, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5185, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002197
- - Gender.1 : Male
+","{'ApplicantIncome': 1977, 'CoapplicantIncome': 997.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 50.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1977 dollars and his co-applicant earns 997.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+256,Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5185, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -14603,13 +12297,11 @@ Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 155.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002197. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5185. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5185. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14626,8 +12318,6 @@ Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP002197 |
- Male |
Yes |
2 |
Graduate |
@@ -14640,17 +12330,12 @@ Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002197 & Male & Yes & 2 & Graduate & No & 5185 & 0.000000 & 155.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 5185 & 0.000000 & 155.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5185, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002197', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002065, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 15000, CoapplicantIncome is 0.0, LoanAmount is 300.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002065
- - Gender.1 : Male
+","{'ApplicantIncome': 5185, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 155.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5185 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+257,Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 15000, CoapplicantIncome is 0.0, LoanAmount is 300.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -14660,13 +12345,11 @@ Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 300.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002065. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 15000. The CoapplicantIncome is 0.0. The LoanAmount is 300.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 15000. The CoapplicantIncome is 0.0. The LoanAmount is 300.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14683,8 +12366,6 @@ Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002065 |
- Male |
Yes |
3+ |
Graduate |
@@ -14697,17 +12378,12 @@ Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002065 & Male & Yes & 3+ & Graduate & No & 15000 & 0.000000 & 300.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 15000 & 0.000000 & 300.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 15000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 300.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002065', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP001908, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4100, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001908
- - Gender.1 : Female
+","{'ApplicantIncome': 15000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 300.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 300.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 15000 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+258,Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4100, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -14717,13 +12393,11 @@ Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gend
- LoanAmount : 124.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001908. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4100. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4100. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14740,8 +12414,6 @@ Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gend
| 0 |
Female |
- LP001908 |
- Female |
Yes |
0 |
Not Graduate |
@@ -14754,17 +12426,12 @@ Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001908 & Female & Yes & 0 & Not Graduate & No & 4100 & 0.000000 & 124.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Not Graduate & No & 4100 & 0.000000 & 124.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4100, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001908', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP001945, Gender.1 is Female, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 143.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001945
- - Gender.1 : Female
+","{'ApplicantIncome': 4100, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 124.0 dollars for 30.0 months. She has unknown credit history. She is not a graduate and is not self employed. She earns 4100 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+259,Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 143.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : None
- Education : Graduate
@@ -14774,13 +12441,11 @@ Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender
- LoanAmount : 143.0
- Loan_Amount_Term : 480.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001945. The Gender.1 is Female. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5417. The CoapplicantIncome is 0.0. The LoanAmount is 143.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5417. The CoapplicantIncome is 0.0. The LoanAmount is 143.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14797,8 +12462,6 @@ Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender
| 0 |
Female |
- LP001945 |
- Female |
No |
None |
Graduate |
@@ -14811,17 +12474,12 @@ Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001945 & Female & No & NaN & Graduate & No & 5417 & 0.000000 & 143.000000 & 480.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & None & Graduate & No & 5417 & 0.000000 & 143.000000 & 480.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5417, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 143.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001945', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002582, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 17263, CoapplicantIncome is 0.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002582
- - Gender.1 : Female
+","{'ApplicantIncome': 5417, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 143.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 143.0 dollars for 40.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 5417 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+260,Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 17263, CoapplicantIncome is 0.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -14831,13 +12489,11 @@ Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban
- LoanAmount : 225.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002582. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 17263. The CoapplicantIncome is 0.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 17263. The CoapplicantIncome is 0.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14854,8 +12510,6 @@ Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban
| 0 |
Female |
- LP002582 |
- Female |
No |
0 |
Not Graduate |
@@ -14868,17 +12522,12 @@ Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002582 & Female & No & 0 & Not Graduate & Yes & 17263 & 0.000000 & 225.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Not Graduate & Yes & 17263 & 0.000000 & 225.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 17263, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002582', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001431, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2137, CoapplicantIncome is 8980.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001431
- - Gender.1 : Female
+","{'ApplicantIncome': 17263, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 225.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is self employed. She earns 17263 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+261,Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2137, CoapplicantIncome is 8980.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -14888,13 +12537,11 @@ Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y,
- LoanAmount : 137.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001431. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2137. The CoapplicantIncome is 8980.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2137. The CoapplicantIncome is 8980.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14911,8 +12558,6 @@ Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y,
| 0 |
Female |
- LP001431 |
- Female |
No |
0 |
Graduate |
@@ -14925,17 +12570,12 @@ Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001431 & Female & No & 0 & Graduate & No & 2137 & 8980.000000 & 137.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 2137 & 8980.000000 & 137.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2137, 'CoapplicantIncome': 8980.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001431', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001637, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 33846, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001637
- - Gender.1 : Male
+","{'ApplicantIncome': 2137, 'CoapplicantIncome': 8980.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 137.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 2137 dollars and her co-applicant earns 8980.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+262,Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 33846, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -14945,13 +12585,11 @@ Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gend
- LoanAmount : 260.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001637. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 33846. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 33846. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -14968,8 +12606,6 @@ Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gend
| 0 |
Male |
- LP001637 |
- Male |
Yes |
1 |
Graduate |
@@ -14982,17 +12618,12 @@ Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001637 & Male & Yes & 1 & Graduate & No & 33846 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 33846 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 33846, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001637', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001682, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3992, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001682
- - Gender.1 : Male
+","{'ApplicantIncome': 33846, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 260.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 33846 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+263,Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3992, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -15002,13 +12633,11 @@ Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is
- LoanAmount : None
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001682. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3992. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3992. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15025,8 +12654,6 @@ Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is
| 0 |
Male |
- LP001682 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -15039,17 +12666,12 @@ Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001682 & Male & Yes & 3+ & Not Graduate & No & 3992 & 0.000000 & NaN & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & No & 3992 & 0.000000 & None & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3992, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001682', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP002055, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 2985.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002055
- - Gender.1 : Female
+","{'ApplicantIncome': 3992, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3992 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+264,Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 2985.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -15059,13 +12681,11 @@ Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender
- LoanAmount : 132.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002055. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 2985.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 2985.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15082,8 +12702,6 @@ Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender
| 0 |
Female |
- LP002055 |
- Female |
No |
0 |
Graduate |
@@ -15096,17 +12714,12 @@ Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002055 & Female & No & 0 & Graduate & No & 3166 & 2985.000000 & 132.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3166 & 2985.000000 & 132.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3166, 'CoapplicantIncome': 2985.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002055', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001814, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 9703, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001814
- - Gender.1 : Male
+","{'ApplicantIncome': 3166, 'CoapplicantIncome': 2985.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 132.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 3166 dollars and her co-applicant earns 2985.0 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+265,Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 9703, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -15116,13 +12729,11 @@ Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 112.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001814. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9703. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9703. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15139,8 +12750,6 @@ Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001814 |
- Male |
Yes |
2 |
Graduate |
@@ -15153,17 +12762,12 @@ Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001814 & Male & Yes & 2 & Graduate & No & 9703 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 9703 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 9703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001814', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002386, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 12876, CoapplicantIncome is 0.0, LoanAmount is 405.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002386
- - Gender.1 : Male
+","{'ApplicantIncome': 9703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 112.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9703 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+266,Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 12876, CoapplicantIncome is 0.0, LoanAmount is 405.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -15173,13 +12777,11 @@ Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 405.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002386. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 12876. The CoapplicantIncome is 0.0. The LoanAmount is 405.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 12876. The CoapplicantIncome is 0.0. The LoanAmount is 405.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15196,8 +12798,6 @@ Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP002386 |
- Male |
No |
0 |
Graduate |
@@ -15210,17 +12810,12 @@ Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002386 & Male & No & 0 & Graduate & NaN & 12876 & 0.000000 & 405.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & None & 12876 & 0.000000 & 405.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 12876, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 405.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002386', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002348, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5829, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002348
- - Gender.1 : Male
+","{'ApplicantIncome': 12876, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 405.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 405.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 12876 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+267,Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5829, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -15230,13 +12825,11 @@ Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 138.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002348. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5829. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5829. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15253,8 +12846,6 @@ Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP002348 |
- Male |
Yes |
0 |
Graduate |
@@ -15267,17 +12858,12 @@ Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002348 & Male & Yes & 0 & Graduate & No & 5829 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 5829 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5829, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002348', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002585, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3597, CoapplicantIncome is 2157.0, LoanAmount is 119.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002585
- - Gender.1 : Male
+","{'ApplicantIncome': 5829, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 138.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5829 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+268,Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3597, CoapplicantIncome is 2157.0, LoanAmount is 119.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -15287,13 +12873,11 @@ Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender
- LoanAmount : 119.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002585. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3597. The CoapplicantIncome is 2157.0. The LoanAmount is 119.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3597. The CoapplicantIncome is 2157.0. The LoanAmount is 119.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15310,8 +12894,6 @@ Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender
| 0 |
Male |
- LP002585 |
- Male |
Yes |
0 |
Graduate |
@@ -15324,17 +12906,12 @@ Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002585 & Male & Yes & 0 & Graduate & No & 3597 & 2157.000000 & 119.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3597 & 2157.000000 & 119.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3597, 'CoapplicantIncome': 2157.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 119.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002585', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002364, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14880, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002364
- - Gender.1 : Male
+","{'ApplicantIncome': 3597, 'CoapplicantIncome': 2157.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 119.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 119.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3597 dollars and his co-applicant earns 2157.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+269,Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14880, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -15344,13 +12921,11 @@ Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 96.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002364. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14880. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14880. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15367,8 +12942,6 @@ Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP002364 |
- Male |
Yes |
0 |
Graduate |
@@ -15381,17 +12954,12 @@ Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002364 & Male & Yes & 0 & Graduate & No & 14880 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 14880 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 14880, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002364', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002743, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2138, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002743
- - Gender.1 : Female
+","{'ApplicantIncome': 14880, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 14880 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+270,Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2138, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -15401,13 +12969,11 @@ Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gen
- LoanAmount : 99.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002743. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2138. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2138. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15424,8 +12990,6 @@ Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gen
| 0 |
Female |
- LP002743 |
- Female |
No |
0 |
Graduate |
@@ -15438,17 +13002,12 @@ Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002743 & Female & No & 0 & Graduate & No & 2138 & 0.000000 & 99.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 2138 & 0.000000 & 99.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2138, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002743', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002297, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 20000.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002297
- - Gender.1 : Male
+","{'ApplicantIncome': 2138, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 99.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 2138 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+271,Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 20000.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -15458,13 +13017,11 @@ Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 103.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002297. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 20000.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 20000.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15481,8 +13038,6 @@ Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002297 |
- Male |
No |
0 |
Graduate |
@@ -15495,17 +13050,12 @@ Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002297 & Male & No & 0 & Graduate & No & 2500 & 20000.000000 & 103.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2500 & 20000.000000 & 103.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 20000.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002297', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is Female, Loan_ID is LP001443, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3692, CoapplicantIncome is 0.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001443
- - Gender.1 : Female
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 20000.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 103.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2500 dollars and his co-applicant earns 20000.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+272,Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3692, CoapplicantIncome is 0.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -15515,13 +13065,11 @@ Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is
- LoanAmount : 93.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001443. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3692. The CoapplicantIncome is 0.0. The LoanAmount is 93.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3692. The CoapplicantIncome is 0.0. The LoanAmount is 93.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15538,8 +13086,6 @@ Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is
| 0 |
Female |
- LP001443 |
- Female |
No |
0 |
Graduate |
@@ -15552,17 +13098,12 @@ Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001443 & Female & No & 0 & Graduate & No & 3692 & 0.000000 & 93.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3692 & 0.000000 & 93.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3692, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 93.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001443', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002768, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3358, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002768
- - Gender.1 : Male
+","{'ApplicantIncome': 3692, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 93.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 93.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 3692 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+273,Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3358, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -15572,13 +13113,11 @@ Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gend
- LoanAmount : 80.0
- Loan_Amount_Term : 36.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002768. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3358. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3358. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15595,8 +13134,6 @@ Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gend
| 0 |
Male |
- LP002768 |
- Male |
No |
0 |
Not Graduate |
@@ -15609,17 +13146,12 @@ Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002768 & Male & No & 0 & Not Graduate & No & 3358 & 0.000000 & 80.000000 & 36.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 3358 & 0.000000 & 80.000000 & 36.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3358, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 36.0, 'Loan_ID': 'LP002768', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002813, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 19484, CoapplicantIncome is 0.0, LoanAmount is 600.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002813
- - Gender.1 : Female
+","{'ApplicantIncome': 3358, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 36.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 80.0 dollars for 3.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3358 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+274,Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 19484, CoapplicantIncome is 0.0, LoanAmount is 600.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -15629,13 +13161,11 @@ Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 600.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002813. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 19484. The CoapplicantIncome is 0.0. The LoanAmount is 600.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 19484. The CoapplicantIncome is 0.0. The LoanAmount is 600.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15652,8 +13182,6 @@ Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y,
| 0 |
Female |
- LP002813 |
- Female |
Yes |
1 |
Graduate |
@@ -15666,17 +13194,12 @@ Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002813 & Female & Yes & 1 & Graduate & Yes & 19484 & 0.000000 & 600.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 1 & Graduate & Yes & 19484 & 0.000000 & 600.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 19484, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 600.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002813', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001749, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7578, CoapplicantIncome is 1010.0, LoanAmount is 175.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001749
- - Gender.1 : Male
+","{'ApplicantIncome': 19484, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 600.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married female individual is applying for a loan of 600.0 dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 19484 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+275,Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7578, CoapplicantIncome is 1010.0, LoanAmount is 175.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -15686,13 +13209,11 @@ Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender
- LoanAmount : 175.0
- Loan_Amount_Term : None
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001749. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7578. The CoapplicantIncome is 1010.0. The LoanAmount is 175.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7578. The CoapplicantIncome is 1010.0. The LoanAmount is 175.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15709,8 +13230,6 @@ Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001749 |
- Male |
Yes |
0 |
Graduate |
@@ -15723,17 +13242,12 @@ Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001749 & Male & Yes & 0 & Graduate & No & 7578 & 1010.000000 & 175.000000 & NaN & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 7578 & 1010.000000 & 175.000000 & None & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 7578, 'CoapplicantIncome': 1010.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001749', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002119, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4554, CoapplicantIncome is 1229.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002119
- - Gender.1 : Male
+","{'ApplicantIncome': 7578, 'CoapplicantIncome': 1010.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 175.0 dollars for unknown months. He has a credit history. He is a graduate and is not self employed. He earns 7578 dollars and his co-applicant earns 1010.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+276,Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4554, CoapplicantIncome is 1229.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -15743,13 +13257,11 @@ Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Ge
- LoanAmount : 158.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002119. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4554. The CoapplicantIncome is 1229.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4554. The CoapplicantIncome is 1229.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15766,8 +13278,6 @@ Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP002119 |
- Male |
Yes |
1 |
Not Graduate |
@@ -15780,17 +13290,12 @@ Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002119 & Male & Yes & 1 & Not Graduate & No & 4554 & 1229.000000 & 158.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 4554 & 1229.000000 & 158.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4554, 'CoapplicantIncome': 1229.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002119', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001179, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4616, CoapplicantIncome is 0.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001179
- - Gender.1 : Male
+","{'ApplicantIncome': 4554, 'CoapplicantIncome': 1229.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 158.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4554 dollars and his co-applicant earns 1229.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+277,Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4616, CoapplicantIncome is 0.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -15800,13 +13305,11 @@ Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is
- LoanAmount : 134.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001179. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4616. The CoapplicantIncome is 0.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4616. The CoapplicantIncome is 0.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15823,8 +13326,6 @@ Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is
| 0 |
Male |
- LP001179 |
- Male |
Yes |
2 |
Graduate |
@@ -15837,17 +13338,12 @@ Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001179 & Male & Yes & 2 & Graduate & No & 4616 & 0.000000 & 134.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 4616 & 0.000000 & 134.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4616, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001179', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"Gender is Female, Loan_ID is LP001734, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 2383.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001734
- - Gender.1 : Female
+","{'ApplicantIncome': 4616, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 134.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4616 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+278,Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 2383.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -15857,13 +13353,11 @@ Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"G
- LoanAmount : 127.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001734. The Gender.1 is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 2383.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 2383.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15880,8 +13374,6 @@ Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"G
| 0 |
Female |
- LP001734 |
- Female |
Yes |
2 |
Graduate |
@@ -15894,17 +13386,12 @@ Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001734 & Female & Yes & 2 & Graduate & No & 4283 & 2383.000000 & 127.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 2 & Graduate & No & 4283 & 2383.000000 & 127.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4283, 'CoapplicantIncome': 2383.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001734', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP001465, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6080, CoapplicantIncome is 2569.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001465
- - Gender.1 : Male
+","{'ApplicantIncome': 4283, 'CoapplicantIncome': 2383.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 127.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 4283 dollars and her co-applicant earns 2383.0 dollars. She has 2 people that she is liable to provide maintenance for. She lives in semiurban area.
+279,Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6080, CoapplicantIncome is 2569.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -15914,13 +13401,11 @@ Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is
- LoanAmount : 182.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001465. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6080. The CoapplicantIncome is 2569.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6080. The CoapplicantIncome is 2569.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15937,8 +13422,6 @@ Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is
| 0 |
Male |
- LP001465 |
- Male |
Yes |
0 |
Graduate |
@@ -15951,17 +13434,12 @@ Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001465 & Male & Yes & 0 & Graduate & No & 6080 & 2569.000000 & 182.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 6080 & 2569.000000 & 182.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6080, 'CoapplicantIncome': 2569.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 182.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001465', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002792, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5468, CoapplicantIncome is 1032.0, LoanAmount is 26.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002792
- - Gender.1 : Male
+","{'ApplicantIncome': 6080, 'CoapplicantIncome': 2569.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 182.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 182.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6080 dollars and his co-applicant earns 2569.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+280,Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5468, CoapplicantIncome is 1032.0, LoanAmount is 26.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -15971,13 +13449,11 @@ Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 26.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002792. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5468. The CoapplicantIncome is 1032.0. The LoanAmount is 26.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5468. The CoapplicantIncome is 1032.0. The LoanAmount is 26.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -15994,8 +13470,6 @@ Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP002792 |
- Male |
Yes |
1 |
Graduate |
@@ -16008,17 +13482,12 @@ Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002792 & Male & Yes & 1 & Graduate & No & 5468 & 1032.000000 & 26.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 5468 & 1032.000000 & 26.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5468, 'CoapplicantIncome': 1032.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 26.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002792', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002314, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2213, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002314
- - Gender.1 : Female
+","{'ApplicantIncome': 5468, 'CoapplicantIncome': 1032.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 26.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 26.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5468 dollars and his co-applicant earns 1032.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+281,Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2213, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -16028,13 +13497,11 @@ Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gen
- LoanAmount : 66.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002314. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2213. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2213. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16051,8 +13518,6 @@ Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gen
| 0 |
Female |
- LP002314 |
- Female |
No |
0 |
Not Graduate |
@@ -16065,17 +13530,12 @@ Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gen
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002314 & Female & No & 0 & Not Graduate & No & 2213 & 0.000000 & 66.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Not Graduate & No & 2213 & 0.000000 & 66.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2213, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002314', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002489, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 5191, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002489
- - Gender.1 : Female
+","{'ApplicantIncome': 2213, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 66.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 2213 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+282,Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 5191, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Not Graduate
@@ -16085,13 +13545,11 @@ Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y,"
- LoanAmount : 132.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002489. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 5191. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 5191. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16108,8 +13566,6 @@ Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y,"
| 0 |
Female |
- LP002489 |
- Female |
No |
1 |
Not Graduate |
@@ -16122,17 +13578,12 @@ Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002489 & Female & No & 1 & Not Graduate & NaN & 5191 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Not Graduate & None & 5191 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5191, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002489', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002795, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10139, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002795
- - Gender.1 : Male
+","{'ApplicantIncome': 5191, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 132.0 dollars for 30.0 months. She has a credit history. She is not a graduate and has unknown self employment status. She earns 5191 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+283,Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10139, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -16142,13 +13593,11 @@ Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 260.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002795. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10139. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10139. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16165,8 +13614,6 @@ Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002795 |
- Male |
Yes |
3+ |
Graduate |
@@ -16179,17 +13626,12 @@ Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002795 & Male & Yes & 3+ & Graduate & Yes & 10139 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & Yes & 10139 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 10139, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002795', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002317, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 81000, CoapplicantIncome is 0.0, LoanAmount is 360.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002317
- - Gender.1 : Male
+","{'ApplicantIncome': 10139, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 260.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 10139 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+284,Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 81000, CoapplicantIncome is 0.0, LoanAmount is 360.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -16199,13 +13641,11 @@ Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender
- LoanAmount : 360.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002317. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 81000. The CoapplicantIncome is 0.0. The LoanAmount is 360.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 81000. The CoapplicantIncome is 0.0. The LoanAmount is 360.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16222,8 +13662,6 @@ Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender
| 0 |
Male |
- LP002317 |
- Male |
Yes |
3+ |
Graduate |
@@ -16236,17 +13674,12 @@ Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002317 & Male & Yes & 3+ & Graduate & No & 81000 & 0.000000 & 360.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 81000 & 0.000000 & 360.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 81000, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 360.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002317', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002603, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 645, CoapplicantIncome is 3683.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002603
- - Gender.1 : Female
+","{'ApplicantIncome': 81000, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 360.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 360.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 81000 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+285,Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 645, CoapplicantIncome is 3683.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -16256,13 +13689,11 @@ Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gend
- LoanAmount : 113.0
- Loan_Amount_Term : 480.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002603. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 645. The CoapplicantIncome is 3683.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 645. The CoapplicantIncome is 3683.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16279,8 +13710,6 @@ Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gend
| 0 |
Female |
- LP002603 |
- Female |
No |
0 |
Graduate |
@@ -16293,17 +13722,12 @@ Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002603 & Female & No & 0 & Graduate & No & 645 & 3683.000000 & 113.000000 & 480.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 645 & 3683.000000 & 113.000000 & 480.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 645, 'CoapplicantIncome': 3683.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002603', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP002341, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002341
- - Gender.1 : Female
+","{'ApplicantIncome': 645, 'CoapplicantIncome': 3683.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 113.0 dollars for 40.0 months. She has a credit history. She is a graduate and is not self employed. She earns 645 dollars and her co-applicant earns 3683.0 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+286,Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Graduate
@@ -16313,13 +13737,11 @@ Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002341. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16336,8 +13758,6 @@ Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender
| 0 |
Female |
- LP002341 |
- Female |
No |
1 |
Graduate |
@@ -16350,17 +13770,12 @@ Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002341 & Female & No & 1 & Graduate & No & 2600 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Graduate & No & 2600 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002341', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002239, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2346, CoapplicantIncome is 1600.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002239
- - Gender.1 : Male
+","{'ApplicantIncome': 2600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 160.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2600 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
+287,Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2346, CoapplicantIncome is 1600.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -16370,13 +13785,11 @@ Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 132.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002239. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2346. The CoapplicantIncome is 1600.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2346. The CoapplicantIncome is 1600.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16393,8 +13806,6 @@ Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y,
| 0 |
Male |
- LP002239 |
- Male |
No |
0 |
Not Graduate |
@@ -16407,17 +13818,12 @@ Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002239 & Male & No & 0 & Not Graduate & No & 2346 & 1600.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 2346 & 1600.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2346, 'CoapplicantIncome': 1600.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002239', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002938, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16120, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002938
- - Gender.1 : Male
+","{'ApplicantIncome': 2346, 'CoapplicantIncome': 1600.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 132.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2346 dollars and his co-applicant earns 1600.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+288,Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16120, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -16427,13 +13833,11 @@ Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 260.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002938. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16120. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16120. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16450,8 +13854,6 @@ Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002938 |
- Male |
Yes |
0 |
Graduate |
@@ -16464,17 +13866,12 @@ Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002938 & Male & Yes & 0 & Graduate & Yes & 16120 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & Yes & 16120 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 16120, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002938', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001947, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 3334.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001947
- - Gender.1 : Male
+","{'ApplicantIncome': 16120, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 260.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 16120 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+289,Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 3334.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -16484,13 +13881,11 @@ Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 172.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001947. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 3334.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 3334.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16507,8 +13902,6 @@ Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001947 |
- Male |
Yes |
0 |
Graduate |
@@ -16521,17 +13914,12 @@ Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001947 & Male & Yes & 0 & Graduate & No & 2383 & 3334.000000 & 172.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2383 & 3334.000000 & 172.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2383, 'CoapplicantIncome': 3334.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001947', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gender is Male, Loan_ID is LP001882, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 1811.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001882
- - Gender.1 : Male
+","{'ApplicantIncome': 2383, 'CoapplicantIncome': 3334.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 172.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2383 dollars and his co-applicant earns 3334.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+290,Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 1811.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -16541,13 +13929,11 @@ Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gende
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001882. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 1811.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 1811.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16564,8 +13950,6 @@ Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gende
| 0 |
Male |
- LP001882 |
- Male |
Yes |
3+ |
Graduate |
@@ -16578,17 +13962,12 @@ Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001882 & Male & Yes & 3+ & Graduate & No & 4333 & 1811.000000 & 160.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 4333 & 1811.000000 & 160.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4333, 'CoapplicantIncome': 1811.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001882', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-,LP002530,,Yes,2,Graduate,No,2873,1872.0,132.0,360.0,0.0,Semiurban,N,"Gender is None, Loan_ID is LP002530, Gender.1 is None, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2873, CoapplicantIncome is 1872.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : None
- - Loan_ID : LP002530
- - Gender.1 : None
+","{'ApplicantIncome': 4333, 'CoapplicantIncome': 1811.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4333 dollars and his co-applicant earns 1811.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+291,,LP002530,,Yes,2,Graduate,No,2873,1872.0,132.0,360.0,0.0,Semiurban,N,"Gender is None, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2873, CoapplicantIncome is 1872.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : None
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -16598,13 +13977,11 @@ Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gende
- LoanAmount : 132.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002530. The Gender.1 is None. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2873. The CoapplicantIncome is 1872.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is None. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2873. The CoapplicantIncome is 1872.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16621,8 +13998,6 @@ Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gende
| 0 |
None |
- LP002530 |
- None |
Yes |
2 |
Graduate |
@@ -16635,17 +14010,12 @@ Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002530 & NaN & Yes & 2 & Graduate & No & 2873 & 1872.000000 & 132.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 2 & Graduate & No & 2873 & 1872.000000 & 132.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2873, 'CoapplicantIncome': 1872.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002530', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002370, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2717, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002370
- - Gender.1 : Male
+","{'ApplicantIncome': 2873, 'CoapplicantIncome': 1872.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 132.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2873 dollars and his co-applicant earns 1872.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+292,Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2717, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -16655,13 +14025,11 @@ Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender
- LoanAmount : 60.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002370. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2717. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2717. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16678,8 +14046,6 @@ Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002370 |
- Male |
No |
0 |
Not Graduate |
@@ -16692,17 +14058,12 @@ Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002370 & Male & No & 0 & Not Graduate & No & 2717 & 0.000000 & 60.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 2717 & 0.000000 & 60.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2717, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002370', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender is Male, Loan_ID is LP001391, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3572, CoapplicantIncome is 4114.0, LoanAmount is 152.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001391
- - Gender.1 : Male
+","{'ApplicantIncome': 2717, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 60.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2717 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+293,Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3572, CoapplicantIncome is 4114.0, LoanAmount is 152.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -16712,13 +14073,11 @@ Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender
- LoanAmount : 152.0
- Loan_Amount_Term : None
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001391. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3572. The CoapplicantIncome is 4114.0. The LoanAmount is 152.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3572. The CoapplicantIncome is 4114.0. The LoanAmount is 152.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16735,8 +14094,6 @@ Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender
| 0 |
Male |
- LP001391 |
- Male |
Yes |
0 |
Not Graduate |
@@ -16749,17 +14106,12 @@ Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001391 & Male & Yes & 0 & Not Graduate & No & 3572 & 4114.000000 & 152.000000 & NaN & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 3572 & 4114.000000 & 152.000000 & None & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3572, 'CoapplicantIncome': 4114.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001391', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001630, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 1451.0, LoanAmount is 102.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001630
- - Gender.1 : Male
+","{'ApplicantIncome': 3572, 'CoapplicantIncome': 4114.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 152.0 dollars for unknown months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3572 dollars and his co-applicant earns 4114.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+294,Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 1451.0, LoanAmount is 102.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -16769,13 +14121,11 @@ Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gen
- LoanAmount : 102.0
- Loan_Amount_Term : 480.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001630. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2333. The CoapplicantIncome is 1451.0. The LoanAmount is 102.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2333. The CoapplicantIncome is 1451.0. The LoanAmount is 102.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16792,8 +14142,6 @@ Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gen
| 0 |
Male |
- LP001630 |
- Male |
No |
0 |
Not Graduate |
@@ -16806,17 +14154,12 @@ Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gen
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001630 & Male & No & 0 & Not Graduate & No & 2333 & 1451.000000 & 102.000000 & 480.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 2333 & 1451.000000 & 102.000000 & 480.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2333, 'CoapplicantIncome': 1451.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 102.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001630', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002984, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 7583, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002984
- - Gender.1 : Male
+","{'ApplicantIncome': 2333, 'CoapplicantIncome': 1451.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 102.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 102.0 dollars for 40.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2333 dollars and his co-applicant earns 1451.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+295,Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 7583, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -16826,13 +14169,11 @@ Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002984. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7583. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7583. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16849,8 +14190,6 @@ Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP002984 |
- Male |
Yes |
2 |
Graduate |
@@ -16863,17 +14202,12 @@ Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002984 & Male & Yes & 2 & Graduate & No & 7583 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 7583 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 7583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002984', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002785, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 3250.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002785
- - Gender.1 : Male
+","{'ApplicantIncome': 7583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 7583 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+296,Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 3250.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -16883,13 +14217,11 @@ Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 158.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002785. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3333. The CoapplicantIncome is 3250.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3333. The CoapplicantIncome is 3250.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16906,8 +14238,6 @@ Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002785 |
- Male |
Yes |
1 |
Graduate |
@@ -16920,17 +14250,12 @@ Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002785 & Male & Yes & 1 & Graduate & No & 3333 & 3250.000000 & 158.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3333 & 3250.000000 & 158.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 3250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002785', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002494, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002494
- - Gender.1 : Male
+","{'ApplicantIncome': 3333, 'CoapplicantIncome': 3250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 158.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3333 dollars and his co-applicant earns 3250.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+297,Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -16940,13 +14265,11 @@ Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 140.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002494. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -16963,8 +14286,6 @@ Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP002494 |
- Male |
No |
0 |
Graduate |
@@ -16977,17 +14298,12 @@ Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002494 & Male & No & 0 & Graduate & No & 6000 & 0.000000 & 140.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 6000 & 0.000000 & 140.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002494', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002205, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3062, CoapplicantIncome is 1987.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002205
- - Gender.1 : Male
+","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 140.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6000 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+298,Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3062, CoapplicantIncome is 1987.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 1
- Education : Graduate
@@ -16997,13 +14313,11 @@ Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender
- LoanAmount : 111.0
- Loan_Amount_Term : 180.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002205. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3062. The CoapplicantIncome is 1987.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3062. The CoapplicantIncome is 1987.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17020,8 +14334,6 @@ Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender
| 0 |
Male |
- LP002205 |
- Male |
No |
1 |
Graduate |
@@ -17034,17 +14346,12 @@ Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002205 & Male & No & 1 & Graduate & No & 3062 & 1987.000000 & 111.000000 & 180.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Graduate & No & 3062 & 1987.000000 & 111.000000 & 180.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3062, 'CoapplicantIncome': 1987.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002205', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-,LP002024,,Yes,0,Graduate,No,2473,1843.0,159.0,360.0,1.0,Rural,N,"Gender is None, Loan_ID is LP002024, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2473, CoapplicantIncome is 1843.0, LoanAmount is 159.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None
- - Loan_ID : LP002024
- - Gender.1 : None
+","{'ApplicantIncome': 3062, 'CoapplicantIncome': 1987.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 111.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3062 dollars and his co-applicant earns 1987.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+299,,LP002024,,Yes,0,Graduate,No,2473,1843.0,159.0,360.0,1.0,Rural,N,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2473, CoapplicantIncome is 1843.0, LoanAmount is 159.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -17054,13 +14361,11 @@ Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender
- LoanAmount : 159.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is None. The Loan_ID is LP002024. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2473. The CoapplicantIncome is 1843.0. The LoanAmount is 159.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2473. The CoapplicantIncome is 1843.0. The LoanAmount is 159.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17077,8 +14382,6 @@ Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender
| 0 |
None |
- LP002024 |
- None |
Yes |
0 |
Graduate |
@@ -17091,17 +14394,12 @@ Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002024 & NaN & Yes & 0 & Graduate & No & 2473 & 1843.000000 & 159.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 0 & Graduate & No & 2473 & 1843.000000 & 159.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2473, 'CoapplicantIncome': 1843.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 159.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002024', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001529, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2577, CoapplicantIncome is 3750.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001529
- - Gender.1 : Male
+","{'ApplicantIncome': 2473, 'CoapplicantIncome': 1843.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 159.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 159.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2473 dollars and his co-applicant earns 1843.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+300,Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2577, CoapplicantIncome is 3750.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -17111,13 +14409,11 @@ Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 152.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001529. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2577. The CoapplicantIncome is 3750.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2577. The CoapplicantIncome is 3750.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17134,8 +14430,6 @@ Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP001529 |
- Male |
Yes |
0 |
Graduate |
@@ -17148,17 +14442,12 @@ Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001529 & Male & Yes & 0 & Graduate & Yes & 2577 & 3750.000000 & 152.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & Yes & 2577 & 3750.000000 & 152.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2577, 'CoapplicantIncome': 3750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001529', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-,LP002625,,No,0,Graduate,No,3583,0.0,96.0,360.0,1.0,Urban,N,"Gender is None, Loan_ID is LP002625, Gender.1 is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3583, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
- - Loan_ID : LP002625
- - Gender.1 : None
+","{'ApplicantIncome': 2577, 'CoapplicantIncome': 3750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 152.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 2577 dollars and his co-applicant earns 3750.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+301,,LP002625,,No,0,Graduate,No,3583,0.0,96.0,360.0,1.0,Urban,N,"Gender is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3583, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
- Married : No
- Dependents : 0
- Education : Graduate
@@ -17168,13 +14457,11 @@ Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 96.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is None. The Loan_ID is LP002625. The Gender.1 is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3583. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3583. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17191,8 +14478,6 @@ Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gende
| 0 |
None |
- LP002625 |
- None |
No |
0 |
Graduate |
@@ -17205,17 +14490,12 @@ Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002625 & NaN & No & 0 & Graduate & No & 3583 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & No & 0 & Graduate & No & 3583 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002625', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001776, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 280.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001776
- - Gender.1 : Female
+","{'ApplicantIncome': 3583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried unknown gender individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3583 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+302,Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 280.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -17225,13 +14505,11 @@ Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 280.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001776. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 0.0. The LoanAmount is 280.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 0.0. The LoanAmount is 280.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17248,8 +14526,6 @@ Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Female |
- LP001776 |
- Female |
No |
0 |
Graduate |
@@ -17262,17 +14538,12 @@ Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001776 & Female & No & 0 & Graduate & No & 8333 & 0.000000 & 280.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 8333 & 0.000000 & 280.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 8333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 280.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001776', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001993, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3762, CoapplicantIncome is 1666.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001993
- - Gender.1 : Female
+","{'ApplicantIncome': 8333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 280.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 280.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 8333 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+303,Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3762, CoapplicantIncome is 1666.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -17282,13 +14553,11 @@ Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gen
- LoanAmount : 135.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001993. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3762. The CoapplicantIncome is 1666.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3762. The CoapplicantIncome is 1666.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17305,8 +14574,6 @@ Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gen
| 0 |
Female |
- LP001993 |
- Female |
No |
0 |
Graduate |
@@ -17319,17 +14586,12 @@ Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gen
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001993 & Female & No & 0 & Graduate & No & 3762 & 1666.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3762 & 1666.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3762, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001993', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002409, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7901, CoapplicantIncome is 1833.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002409
- - Gender.1 : Male
+","{'ApplicantIncome': 3762, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 135.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3762 dollars and her co-applicant earns 1666.0 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+304,Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7901, CoapplicantIncome is 1833.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -17339,13 +14601,11 @@ Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 180.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002409. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7901. The CoapplicantIncome is 1833.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7901. The CoapplicantIncome is 1833.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17362,8 +14622,6 @@ Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002409 |
- Male |
Yes |
0 |
Graduate |
@@ -17376,17 +14634,12 @@ Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002409 & Male & Yes & 0 & Graduate & No & 7901 & 1833.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 7901 & 1833.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 7901, 'CoapplicantIncome': 1833.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002409', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001572, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9323, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001572
- - Gender.1 : Male
+","{'ApplicantIncome': 7901, 'CoapplicantIncome': 1833.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 7901 dollars and his co-applicant earns 1833.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+305,Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9323, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -17396,13 +14649,11 @@ Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is
- LoanAmount : 75.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001572. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9323. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9323. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17419,8 +14670,6 @@ Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001572 |
- Male |
Yes |
0 |
Graduate |
@@ -17433,17 +14682,12 @@ Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001572 & Male & Yes & 0 & Graduate & No & 9323 & 0.000000 & 75.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 9323 & 0.000000 & 75.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 9323, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001572', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002036, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2058, CoapplicantIncome is 2134.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002036
- - Gender.1 : Male
+","{'ApplicantIncome': 9323, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 75.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9323 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+306,Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2058, CoapplicantIncome is 2134.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -17453,13 +14697,11 @@ Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is
- LoanAmount : 88.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002036. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2058. The CoapplicantIncome is 2134.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2058. The CoapplicantIncome is 2134.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17476,8 +14718,6 @@ Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is
| 0 |
Male |
- LP002036 |
- Male |
Yes |
0 |
Graduate |
@@ -17490,17 +14730,12 @@ Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002036 & Male & Yes & 0 & Graduate & No & 2058 & 2134.000000 & 88.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2058 & 2134.000000 & 88.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2058, 'CoapplicantIncome': 2134.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002036', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001489, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001489
- - Gender.1 : Female
+","{'ApplicantIncome': 2058, 'CoapplicantIncome': 2134.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 88.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2058 dollars and his co-applicant earns 2134.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+307,Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -17510,13 +14745,11 @@ Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 84.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001489. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17533,8 +14766,6 @@ Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender
| 0 |
Female |
- LP001489 |
- Female |
Yes |
0 |
Graduate |
@@ -17547,17 +14778,12 @@ Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001489 & Female & Yes & 0 & Graduate & No & 4583 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 4583 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001489', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP002318, Gender.1 is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3867, CoapplicantIncome is 0.0, LoanAmount is 62.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002318
- - Gender.1 : Female
+","{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 84.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4583 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+308,Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3867, CoapplicantIncome is 0.0, LoanAmount is 62.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Not Graduate
@@ -17567,13 +14793,11 @@ Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N
- LoanAmount : 62.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002318. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3867. The CoapplicantIncome is 0.0. The LoanAmount is 62.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3867. The CoapplicantIncome is 0.0. The LoanAmount is 62.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17590,8 +14814,6 @@ Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N
| 0 |
Female |
- LP002318 |
- Female |
No |
1 |
Not Graduate |
@@ -17604,17 +14826,12 @@ Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002318 & Female & No & 1 & Not Graduate & Yes & 3867 & 0.000000 & 62.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Not Graduate & Yes & 3867 & 0.000000 & 62.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3867, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 62.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002318', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001669, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1907, CoapplicantIncome is 2365.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001669
- - Gender.1 : Female
+","{'ApplicantIncome': 3867, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 62.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 62.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is self employed. She earns 3867 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+309,Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1907, CoapplicantIncome is 2365.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -17624,13 +14841,11 @@ Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gend
- LoanAmount : 120.0
- Loan_Amount_Term : None
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001669. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1907. The CoapplicantIncome is 2365.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1907. The CoapplicantIncome is 2365.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17647,8 +14862,6 @@ Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gend
| 0 |
Female |
- LP001669 |
- Female |
No |
0 |
Not Graduate |
@@ -17661,17 +14874,12 @@ Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gend
Urban |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001669 & Female & No & 0 & Not Graduate & No & 1907 & 2365.000000 & 120.000000 & NaN & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Not Graduate & No & 1907 & 2365.000000 & 120.000000 & None & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1907, 'CoapplicantIncome': 2365.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001669', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002941, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 6383, CoapplicantIncome is 1000.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002941
- - Gender.1 : Male
+","{'ApplicantIncome': 1907, 'CoapplicantIncome': 2365.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 120.0 dollars for unknown months. She has a credit history. She is not a graduate and is not self employed. She earns 1907 dollars and her co-applicant earns 2365.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+310,Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 6383, CoapplicantIncome is 1000.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -17681,13 +14889,11 @@ Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"G
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002941. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 6383. The CoapplicantIncome is 1000.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 6383. The CoapplicantIncome is 1000.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17704,8 +14910,6 @@ Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"G
| 0 |
Male |
- LP002941 |
- Male |
Yes |
2 |
Not Graduate |
@@ -17718,17 +14922,12 @@ Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"G
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002941 & Male & Yes & 2 & Not Graduate & Yes & 6383 & 1000.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & Yes & 6383 & 1000.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6383, 'CoapplicantIncome': 1000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002941', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001859, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14683, CoapplicantIncome is 2100.0, LoanAmount is 304.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001859
- - Gender.1 : Male
+","{'ApplicantIncome': 6383, 'CoapplicantIncome': 1000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 6383 dollars and his co-applicant earns 1000.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+311,Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14683, CoapplicantIncome is 2100.0, LoanAmount is 304.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -17738,13 +14937,11 @@ Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gende
- LoanAmount : 304.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001859. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14683. The CoapplicantIncome is 2100.0. The LoanAmount is 304.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14683. The CoapplicantIncome is 2100.0. The LoanAmount is 304.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17761,8 +14958,6 @@ Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gende
| 0 |
Male |
- LP001859 |
- Male |
Yes |
0 |
Graduate |
@@ -17775,17 +14970,12 @@ Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001859 & Male & Yes & 0 & Graduate & No & 14683 & 2100.000000 & 304.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 14683 & 2100.000000 & 304.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 14683, 'CoapplicantIncome': 2100.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 304.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001859', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001770, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3189, CoapplicantIncome is 2598.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001770
- - Gender.1 : Male
+","{'ApplicantIncome': 14683, 'CoapplicantIncome': 2100.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 304.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 304.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 14683 dollars and his co-applicant earns 2100.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+312,Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3189, CoapplicantIncome is 2598.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -17795,13 +14985,11 @@ Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender i
- LoanAmount : 120.0
- Loan_Amount_Term : None
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001770. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3189. The CoapplicantIncome is 2598.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3189. The CoapplicantIncome is 2598.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17818,8 +15006,6 @@ Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender i
| 0 |
Male |
- LP001770 |
- Male |
No |
0 |
Not Graduate |
@@ -17832,17 +15018,12 @@ Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001770 & Male & No & 0 & Not Graduate & No & 3189 & 2598.000000 & 120.000000 & NaN & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 3189 & 2598.000000 & 120.000000 & None & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3189, 'CoapplicantIncome': 2598.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001770', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001401, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001401
- - Gender.1 : Male
+","{'ApplicantIncome': 3189, 'CoapplicantIncome': 2598.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 120.0 dollars for unknown months. He has a credit history. He is not a graduate and is not self employed. He earns 3189 dollars and his co-applicant earns 2598.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+313,Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -17852,13 +15033,11 @@ Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender i
- LoanAmount : 185.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001401. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14583. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14583. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17875,8 +15054,6 @@ Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender i
| 0 |
Male |
- LP001401 |
- Male |
Yes |
1 |
Graduate |
@@ -17889,17 +15066,12 @@ Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001401 & Male & Yes & 1 & Graduate & No & 14583 & 0.000000 & 185.000000 & 180.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 14583 & 0.000000 & 185.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 14583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001401', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001426, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5667, CoapplicantIncome is 2667.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001426
- - Gender.1 : Male
+","{'ApplicantIncome': 14583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 185.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 14583 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+314,Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5667, CoapplicantIncome is 2667.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : None
- Education : Graduate
@@ -17909,13 +15081,11 @@ Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 180.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001426. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5667. The CoapplicantIncome is 2667.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5667. The CoapplicantIncome is 2667.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17932,8 +15102,6 @@ Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001426 |
- Male |
Yes |
None |
Graduate |
@@ -17946,17 +15114,12 @@ Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001426 & Male & Yes & NaN & Graduate & No & 5667 & 2667.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & None & Graduate & No & 5667 & 2667.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5667, 'CoapplicantIncome': 2667.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001426', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002560, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2699, CoapplicantIncome is 2785.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002560
- - Gender.1 : Male
+","{'ApplicantIncome': 5667, 'CoapplicantIncome': 2667.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5667 dollars and his co-applicant earns 2667.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+315,Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2699, CoapplicantIncome is 2785.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -17966,13 +15129,11 @@ Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gen
- LoanAmount : 96.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002560. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2699. The CoapplicantIncome is 2785.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2699. The CoapplicantIncome is 2785.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -17989,8 +15150,6 @@ Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gen
| 0 |
Male |
- LP002560 |
- Male |
No |
0 |
Not Graduate |
@@ -18003,17 +15162,12 @@ Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002560 & Male & No & 0 & Not Graduate & No & 2699 & 2785.000000 & 96.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 2699 & 2785.000000 & 96.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2699, 'CoapplicantIncome': 2785.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002560', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002219, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4996.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002219
- - Gender.1 : Male
+","{'ApplicantIncome': 2699, 'CoapplicantIncome': 2785.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 96.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 2699 dollars and his co-applicant earns 2785.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+316,Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4996.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -18023,13 +15177,11 @@ Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002219. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4996.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4996.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18046,8 +15198,6 @@ Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP002219 |
- Male |
Yes |
3+ |
Graduate |
@@ -18060,17 +15210,12 @@ Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002219 & Male & Yes & 3+ & Graduate & No & 8750 & 4996.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 8750 & 4996.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 8750, 'CoapplicantIncome': 4996.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002219', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002236, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4566, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002236
- - Gender.1 : Male
+","{'ApplicantIncome': 8750, 'CoapplicantIncome': 4996.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8750 dollars and his co-applicant earns 4996.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+317,Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4566, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -18080,13 +15225,11 @@ Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002236. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4566. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4566. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18103,8 +15246,6 @@ Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is
| 0 |
Male |
- LP002236 |
- Male |
Yes |
2 |
Graduate |
@@ -18117,17 +15258,12 @@ Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002236 & Male & Yes & 2 & Graduate & No & 4566 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 4566 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4566, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002236', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001750, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001750
- - Gender.1 : Male
+","{'ApplicantIncome': 4566, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4566 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+318,Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -18137,13 +15273,11 @@ Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 128.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001750. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18160,8 +15294,6 @@ Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP001750 |
- Male |
Yes |
0 |
Graduate |
@@ -18174,17 +15306,12 @@ Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001750 & Male & Yes & 0 & Graduate & No & 6250 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 6250 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001750', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002893, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1836, CoapplicantIncome is 33837.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002893
- - Gender.1 : Male
+","{'ApplicantIncome': 6250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6250 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+319,Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1836, CoapplicantIncome is 33837.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -18194,13 +15321,11 @@ Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender
- LoanAmount : 90.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002893. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1836. The CoapplicantIncome is 33837.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1836. The CoapplicantIncome is 33837.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18217,8 +15342,6 @@ Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender
| 0 |
Male |
- LP002893 |
- Male |
No |
0 |
Graduate |
@@ -18231,17 +15354,12 @@ Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002893 & Male & No & 0 & Graduate & No & 1836 & 33837.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 1836 & 33837.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1836, 'CoapplicantIncome': 33837.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002893', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002519, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4691, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002519
- - Gender.1 : Male
+","{'ApplicantIncome': 1836, 'CoapplicantIncome': 33837.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 90.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1836 dollars and his co-applicant earns 33837.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+320,Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4691, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -18251,13 +15369,11 @@ Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gend
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002519. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4691. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4691. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18274,8 +15390,6 @@ Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gend
| 0 |
Male |
- LP002519 |
- Male |
Yes |
3+ |
Graduate |
@@ -18288,17 +15402,12 @@ Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002519 & Male & Yes & 3+ & Graduate & No & 4691 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 4691 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4691, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002519', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002131, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 2168.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002131
- - Gender.1 : Male
+","{'ApplicantIncome': 4691, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4691 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+321,Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 2168.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -18308,13 +15417,11 @@ Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Ge
- LoanAmount : 126.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002131. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 2168.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 2168.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18331,8 +15438,6 @@ Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP002131 |
- Male |
Yes |
2 |
Not Graduate |
@@ -18345,17 +15450,12 @@ Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002131 & Male & Yes & 2 & Not Graduate & No & 3083 & 2168.000000 & 126.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 3083 & 2168.000000 & 126.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3083, 'CoapplicantIncome': 2168.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002131', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001449, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3865, CoapplicantIncome is 1640.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001449
- - Gender.1 : Male
+","{'ApplicantIncome': 3083, 'CoapplicantIncome': 2168.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 126.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3083 dollars and his co-applicant earns 2168.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+322,Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3865, CoapplicantIncome is 1640.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -18365,13 +15465,11 @@ Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Ma
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001449. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3865. The CoapplicantIncome is 1640.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3865. The CoapplicantIncome is 1640.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18388,8 +15486,6 @@ Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Ma
| 0 |
Male |
- LP001449 |
- Male |
No |
0 |
Graduate |
@@ -18402,17 +15498,12 @@ Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Ma
Rural |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001449 & Male & No & 0 & Graduate & No & 3865 & 1640.000000 & NaN & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3865 & 1640.000000 & None & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3865, 'CoapplicantIncome': 1640.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001449', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002959, Gender.1 is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 496.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002959
- - Gender.1 : Female
+","{'ApplicantIncome': 3865, 'CoapplicantIncome': 1640.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3865 dollars and his co-applicant earns 1640.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+323,Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 496.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -18422,13 +15513,11 @@ Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y,"
- LoanAmount : 496.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002959. The Gender.1 is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 496.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 496.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18445,8 +15534,6 @@ Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y,"
| 0 |
Female |
- LP002959 |
- Female |
Yes |
1 |
Graduate |
@@ -18459,17 +15546,12 @@ Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002959 & Female & Yes & 1 & Graduate & No & 12000 & 0.000000 & 496.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 1 & Graduate & No & 12000 & 0.000000 & 496.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 12000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 496.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002959', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002429, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3466, CoapplicantIncome is 1210.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002429
- - Gender.1 : Male
+","{'ApplicantIncome': 12000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 496.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 496.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 12000 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+324,Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3466, CoapplicantIncome is 1210.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -18479,13 +15561,11 @@ Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002429. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3466. The CoapplicantIncome is 1210.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3466. The CoapplicantIncome is 1210.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18502,8 +15582,6 @@ Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP002429 |
- Male |
Yes |
1 |
Graduate |
@@ -18516,17 +15594,12 @@ Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002429 & Male & Yes & 1 & Graduate & Yes & 3466 & 1210.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & Yes & 3466 & 1210.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3466, 'CoapplicantIncome': 1210.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002429', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001924, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3158, CoapplicantIncome is 3053.0, LoanAmount is 89.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001924
- - Gender.1 : Male
+","{'ApplicantIncome': 3466, 'CoapplicantIncome': 1210.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 3466 dollars and his co-applicant earns 1210.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+325,Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3158, CoapplicantIncome is 3053.0, LoanAmount is 89.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -18536,13 +15609,11 @@ Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender i
- LoanAmount : 89.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001924. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3158. The CoapplicantIncome is 3053.0. The LoanAmount is 89.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3158. The CoapplicantIncome is 3053.0. The LoanAmount is 89.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18559,8 +15630,6 @@ Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender i
| 0 |
Male |
- LP001924 |
- Male |
No |
0 |
Graduate |
@@ -18573,17 +15642,12 @@ Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001924 & Male & No & 0 & Graduate & No & 3158 & 3053.000000 & 89.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3158 & 3053.000000 & 89.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3158, 'CoapplicantIncome': 3053.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 89.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001924', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP002833, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4467, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002833
- - Gender.1 : Male
+","{'ApplicantIncome': 3158, 'CoapplicantIncome': 3053.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 89.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 89.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3158 dollars and his co-applicant earns 3053.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+326,Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4467, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -18593,13 +15657,11 @@ Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender i
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002833. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4467. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4467. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18616,8 +15678,6 @@ Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender i
| 0 |
Male |
- LP002833 |
- Male |
Yes |
0 |
Not Graduate |
@@ -18630,17 +15690,12 @@ Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002833 & Male & Yes & 0 & Not Graduate & No & 4467 & 0.000000 & 120.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 4467 & 0.000000 & 120.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4467, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002833', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001131, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3941, CoapplicantIncome is 2336.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001131
- - Gender.1 : Male
+","{'ApplicantIncome': 4467, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 4467 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+327,Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3941, CoapplicantIncome is 2336.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -18650,13 +15705,11 @@ Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 134.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001131. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3941. The CoapplicantIncome is 2336.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3941. The CoapplicantIncome is 2336.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18673,8 +15726,6 @@ Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001131 |
- Male |
Yes |
0 |
Graduate |
@@ -18687,17 +15738,12 @@ Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001131 & Male & Yes & 0 & Graduate & No & 3941 & 2336.000000 & 134.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3941 & 2336.000000 & 134.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3941, 'CoapplicantIncome': 2336.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001131', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001370, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 7333, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001370
- - Gender.1 : Male
+","{'ApplicantIncome': 3941, 'CoapplicantIncome': 2336.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 134.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3941 dollars and his co-applicant earns 2336.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+328,Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 7333, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -18707,13 +15753,11 @@ Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender i
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001370. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 7333. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 7333. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18730,8 +15774,6 @@ Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender i
| 0 |
Male |
- LP001370 |
- Male |
No |
0 |
Not Graduate |
@@ -18744,17 +15786,12 @@ Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001370 & Male & No & 0 & Not Graduate & NaN & 7333 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & None & 7333 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 7333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001370', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002683, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4683, CoapplicantIncome is 1915.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002683
- - Gender.1 : Male
+","{'ApplicantIncome': 7333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is not a graduate and has unknown self employment status. He earns 7333 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+329,Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4683, CoapplicantIncome is 1915.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -18764,13 +15801,11 @@ Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gen
- LoanAmount : 185.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002683. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4683. The CoapplicantIncome is 1915.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4683. The CoapplicantIncome is 1915.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18787,8 +15822,6 @@ Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gen
| 0 |
Male |
- LP002683 |
- Male |
No |
0 |
Graduate |
@@ -18801,17 +15834,12 @@ Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002683 & Male & No & 0 & Graduate & No & 4683 & 1915.000000 & 185.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4683 & 1915.000000 & 185.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4683, 'CoapplicantIncome': 1915.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002683', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002541, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10833, CoapplicantIncome is 0.0, LoanAmount is 234.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002541
- - Gender.1 : Male
+","{'ApplicantIncome': 4683, 'CoapplicantIncome': 1915.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 185.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4683 dollars and his co-applicant earns 1915.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+330,Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10833, CoapplicantIncome is 0.0, LoanAmount is 234.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -18821,13 +15849,11 @@ Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gend
- LoanAmount : 234.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002541. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10833. The CoapplicantIncome is 0.0. The LoanAmount is 234.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10833. The CoapplicantIncome is 0.0. The LoanAmount is 234.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18844,8 +15870,6 @@ Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gend
| 0 |
Male |
- LP002541 |
- Male |
Yes |
0 |
Graduate |
@@ -18858,17 +15882,12 @@ Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gend
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002541 & Male & Yes & 0 & Graduate & No & 10833 & 0.000000 & 234.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 10833 & 0.000000 & 234.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 10833, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 234.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002541', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001482, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3459, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001482
- - Gender.1 : Male
+","{'ApplicantIncome': 10833, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 234.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 234.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 10833 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+331,Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3459, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -18878,13 +15897,11 @@ Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 25.0
- Loan_Amount_Term : 120.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001482. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3459. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3459. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18901,8 +15918,6 @@ Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP001482 |
- Male |
Yes |
0 |
Graduate |
@@ -18915,17 +15930,12 @@ Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001482 & Male & Yes & 0 & Graduate & Yes & 3459 & 0.000000 & 25.000000 & 120.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & Yes & 3459 & 0.000000 & 25.000000 & 120.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3459, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 25.0, 'Loan_Amount_Term': 120.0, 'Loan_ID': 'LP001482', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002408, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3660, CoapplicantIncome is 5064.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002408
- - Gender.1 : Male
+","{'ApplicantIncome': 3459, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 25.0, 'Loan_Amount_Term': 120.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 25.0 dollars for 10.0 months. He has a credit history. He is a graduate and is self employed. He earns 3459 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+332,Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3660, CoapplicantIncome is 5064.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -18935,13 +15945,11 @@ Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 187.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002408. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3660. The CoapplicantIncome is 5064.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3660. The CoapplicantIncome is 5064.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -18958,8 +15966,6 @@ Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP002408 |
- Male |
No |
0 |
Graduate |
@@ -18972,17 +15978,12 @@ Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002408 & Male & No & 0 & Graduate & No & 3660 & 5064.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3660 & 5064.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3660, 'CoapplicantIncome': 5064.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002408', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002640, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6065, CoapplicantIncome is 2004.0, LoanAmount is 250.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002640
- - Gender.1 : Male
+","{'ApplicantIncome': 3660, 'CoapplicantIncome': 5064.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3660 dollars and his co-applicant earns 5064.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+333,Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6065, CoapplicantIncome is 2004.0, LoanAmount is 250.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -18992,13 +15993,11 @@ Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 250.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002640. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6065. The CoapplicantIncome is 2004.0. The LoanAmount is 250.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6065. The CoapplicantIncome is 2004.0. The LoanAmount is 250.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19015,8 +16014,6 @@ Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002640 |
- Male |
Yes |
1 |
Graduate |
@@ -19029,17 +16026,12 @@ Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002640 & Male & Yes & 1 & Graduate & No & 6065 & 2004.000000 & 250.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 6065 & 2004.000000 & 250.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6065, 'CoapplicantIncome': 2004.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 250.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002640', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001136, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4695, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001136
- - Gender.1 : Male
+","{'ApplicantIncome': 6065, 'CoapplicantIncome': 2004.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 250.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 250.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6065 dollars and his co-applicant earns 2004.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+334,Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4695, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -19049,13 +16041,11 @@ Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is
- LoanAmount : 96.0
- Loan_Amount_Term : None
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001136. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4695. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4695. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19072,8 +16062,6 @@ Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001136 |
- Male |
Yes |
0 |
Not Graduate |
@@ -19086,17 +16074,12 @@ Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrlrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001136 & Male & Yes & 0 & Not Graduate & Yes & 4695 & 0.000000 & 96.000000 & NaN & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & Yes & 4695 & 0.000000 & 96.000000 & None & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4695, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001136', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001580, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8000, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001580
- - Gender.1 : Male
+","{'ApplicantIncome': 4695, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 96.0 dollars for unknown months. He has a credit history. He is not a graduate and is self employed. He earns 4695 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+335,Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8000, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -19106,13 +16089,11 @@ Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 200.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001580. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8000. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8000. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19129,8 +16110,6 @@ Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP001580 |
- Male |
Yes |
2 |
Graduate |
@@ -19143,17 +16122,12 @@ Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001580 & Male & Yes & 2 & Graduate & No & 8000 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 8000 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 8000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001580', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001225, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5726, CoapplicantIncome is 4595.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001225
- - Gender.1 : Male
+","{'ApplicantIncome': 8000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 200.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8000 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+336,Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5726, CoapplicantIncome is 4595.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -19163,13 +16137,11 @@ Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Ge
- LoanAmount : 258.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001225. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5726. The CoapplicantIncome is 4595.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5726. The CoapplicantIncome is 4595.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19186,8 +16158,6 @@ Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Ge
| 0 |
Male |
- LP001225 |
- Male |
Yes |
0 |
Graduate |
@@ -19200,17 +16170,12 @@ Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001225 & Male & Yes & 0 & Graduate & No & 5726 & 4595.000000 & 258.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 5726 & 4595.000000 & 258.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5726, 'CoapplicantIncome': 4595.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 258.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001225', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001917, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1811, CoapplicantIncome is 1666.0, LoanAmount is 54.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001917
- - Gender.1 : Female
+","{'ApplicantIncome': 5726, 'CoapplicantIncome': 4595.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 258.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 258.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5726 dollars and his co-applicant earns 4595.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+337,Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1811, CoapplicantIncome is 1666.0, LoanAmount is 54.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -19220,13 +16185,11 @@ Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gend
- LoanAmount : 54.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001917. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1811. The CoapplicantIncome is 1666.0. The LoanAmount is 54.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1811. The CoapplicantIncome is 1666.0. The LoanAmount is 54.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19243,8 +16206,6 @@ Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gend
| 0 |
Female |
- LP001917 |
- Female |
No |
0 |
Graduate |
@@ -19257,17 +16218,12 @@ Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gend
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001917 & Female & No & 0 & Graduate & No & 1811 & 1666.000000 & 54.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 1811 & 1666.000000 & 54.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1811, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 54.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001917', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001279, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2366, CoapplicantIncome is 2531.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001279
- - Gender.1 : Male
+","{'ApplicantIncome': 1811, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 54.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 54.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 1811 dollars and her co-applicant earns 1666.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+338,Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2366, CoapplicantIncome is 2531.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -19277,13 +16233,11 @@ Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 136.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001279. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2366. The CoapplicantIncome is 2531.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2366. The CoapplicantIncome is 2531.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19300,8 +16254,6 @@ Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Male |
- LP001279 |
- Male |
No |
0 |
Graduate |
@@ -19314,17 +16266,12 @@ Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001279 & Male & No & 0 & Graduate & No & 2366 & 2531.000000 & 136.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2366 & 2531.000000 & 136.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2366, 'CoapplicantIncome': 2531.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001279', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001806, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2965, CoapplicantIncome is 5701.0, LoanAmount is 155.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001806
- - Gender.1 : Male
+","{'ApplicantIncome': 2366, 'CoapplicantIncome': 2531.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 136.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2366 dollars and his co-applicant earns 2531.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+339,Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2965, CoapplicantIncome is 5701.0, LoanAmount is 155.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -19334,13 +16281,11 @@ Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender i
- LoanAmount : 155.0
- Loan_Amount_Term : 60.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001806. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2965. The CoapplicantIncome is 5701.0. The LoanAmount is 155.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2965. The CoapplicantIncome is 5701.0. The LoanAmount is 155.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19357,8 +16302,6 @@ Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender i
| 0 |
Male |
- LP001806 |
- Male |
No |
0 |
Graduate |
@@ -19371,17 +16314,12 @@ Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001806 & Male & No & 0 & Graduate & No & 2965 & 5701.000000 & 155.000000 & 60.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2965 & 5701.000000 & 155.000000 & 60.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2965, 'CoapplicantIncome': 5701.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 60.0, 'Loan_ID': 'LP001806', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001641, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2178, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001641
- - Gender.1 : Male
+","{'ApplicantIncome': 2965, 'CoapplicantIncome': 5701.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 60.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 155.0 dollars for 5.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2965 dollars and his co-applicant earns 5701.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+340,Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2178, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -19391,13 +16329,11 @@ Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is
- LoanAmount : 66.0
- Loan_Amount_Term : 300.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001641. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2178. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2178. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19414,8 +16350,6 @@ Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is
| 0 |
Male |
- LP001641 |
- Male |
Yes |
1 |
Graduate |
@@ -19428,17 +16362,12 @@ Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001641 & Male & Yes & 1 & Graduate & Yes & 2178 & 0.000000 & 66.000000 & 300.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & Yes & 2178 & 0.000000 & 66.000000 & 300.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2178, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP001641', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is Male, Loan_ID is LP002068, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4917, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002068
- - Gender.1 : Male
+","{'ApplicantIncome': 2178, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 66.0 dollars for 25.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 2178 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+341,Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4917, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -19448,13 +16377,11 @@ Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002068. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4917. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4917. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19471,8 +16398,6 @@ Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is
| 0 |
Male |
- LP002068 |
- Male |
No |
0 |
Graduate |
@@ -19485,17 +16410,12 @@ Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002068 & Male & No & 0 & Graduate & No & 4917 & 0.000000 & 130.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4917 & 0.000000 & 130.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4917, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002068', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001552, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 5625.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001552
- - Gender.1 : Male
+","{'ApplicantIncome': 4917, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 130.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4917 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+342,Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 5625.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -19505,13 +16425,11 @@ Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 255.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001552. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 5625.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 5625.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19528,8 +16446,6 @@ Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001552 |
- Male |
Yes |
0 |
Graduate |
@@ -19542,17 +16458,12 @@ Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001552 & Male & Yes & 0 & Graduate & No & 4583 & 5625.000000 & 255.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 4583 & 5625.000000 & 255.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001552', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001028, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3073, CoapplicantIncome is 8106.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001028
- - Gender.1 : Male
+","{'ApplicantIncome': 4583, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 255.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4583 dollars and his co-applicant earns 5625.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+343,Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3073, CoapplicantIncome is 8106.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -19562,13 +16473,11 @@ Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 200.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001028. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3073. The CoapplicantIncome is 8106.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3073. The CoapplicantIncome is 8106.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19585,8 +16494,6 @@ Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001028 |
- Male |
Yes |
2 |
Graduate |
@@ -19599,17 +16506,12 @@ Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001028 & Male & Yes & 2 & Graduate & No & 3073 & 8106.000000 & 200.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 3073 & 8106.000000 & 200.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3073, 'CoapplicantIncome': 8106.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001028', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001106, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2275, CoapplicantIncome is 2067.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001106
- - Gender.1 : Male
+","{'ApplicantIncome': 3073, 'CoapplicantIncome': 8106.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 200.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3073 dollars and his co-applicant earns 8106.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+344,Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2275, CoapplicantIncome is 2067.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -19619,13 +16521,11 @@ Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is M
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001106. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2275. The CoapplicantIncome is 2067.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2275. The CoapplicantIncome is 2067.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19642,8 +16542,6 @@ Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is M
| 0 |
Male |
- LP001106 |
- Male |
Yes |
0 |
Graduate |
@@ -19656,17 +16554,12 @@ Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001106 & Male & Yes & 0 & Graduate & No & 2275 & 2067.000000 & NaN & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2275 & 2067.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2275, 'CoapplicantIncome': 2067.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001106', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001086, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1442, CoapplicantIncome is 0.0, LoanAmount is 35.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001086
- - Gender.1 : Male
+","{'ApplicantIncome': 2275, 'CoapplicantIncome': 2067.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2275 dollars and his co-applicant earns 2067.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+345,Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1442, CoapplicantIncome is 0.0, LoanAmount is 35.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -19676,13 +16569,11 @@ Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender
- LoanAmount : 35.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001086. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1442. The CoapplicantIncome is 0.0. The LoanAmount is 35.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1442. The CoapplicantIncome is 0.0. The LoanAmount is 35.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19699,8 +16590,6 @@ Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender
| 0 |
Male |
- LP001086 |
- Male |
No |
0 |
Not Graduate |
@@ -19713,17 +16602,12 @@ Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001086 & Male & No & 0 & Not Graduate & No & 1442 & 0.000000 & 35.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 1442 & 0.000000 & 35.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1442, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 35.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001086', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001581, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 1820, CoapplicantIncome is 1769.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001581
- - Gender.1 : Male
+","{'ApplicantIncome': 1442, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 35.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 35.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 1442 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+346,Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 1820, CoapplicantIncome is 1769.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -19733,13 +16617,11 @@ Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 95.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001581. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 1820. The CoapplicantIncome is 1769.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 1820. The CoapplicantIncome is 1769.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19756,8 +16638,6 @@ Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP001581 |
- Male |
Yes |
0 |
Not Graduate |
@@ -19770,17 +16650,12 @@ Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001581 & Male & Yes & 0 & Not Graduate & NaN & 1820 & 1769.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & None & 1820 & 1769.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 1820, 'CoapplicantIncome': 1769.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001581', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001504, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6950, CoapplicantIncome is 0.0, LoanAmount is 175.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001504
- - Gender.1 : Male
+","{'ApplicantIncome': 1820, 'CoapplicantIncome': 1769.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 95.0 dollars for 30.0 months. He has a credit history. He is not a graduate and has unknown self employment status. He earns 1820 dollars and his co-applicant earns 1769.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+347,Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6950, CoapplicantIncome is 0.0, LoanAmount is 175.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -19790,13 +16665,11 @@ Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 175.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001504. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6950. The CoapplicantIncome is 0.0. The LoanAmount is 175.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6950. The CoapplicantIncome is 0.0. The LoanAmount is 175.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19813,8 +16686,6 @@ Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP001504 |
- Male |
No |
0 |
Graduate |
@@ -19827,17 +16698,12 @@ Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001504 & Male & No & 0 & Graduate & Yes & 6950 & 0.000000 & 175.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 6950 & 0.000000 & 175.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6950, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001504', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male, Loan_ID is LP001786, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001786
- - Gender.1 : Male
+","{'ApplicantIncome': 6950, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 175.0 dollars for 15.0 months. He has a credit history. He is a graduate and is self employed. He earns 6950 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+348,Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -19847,13 +16713,11 @@ Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male
- LoanAmount : 255.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001786. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19870,8 +16734,6 @@ Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male
| 0 |
Male |
- LP001786 |
- Male |
Yes |
0 |
Graduate |
@@ -19884,17 +16746,12 @@ Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001786 & Male & Yes & 0 & Graduate & NaN & 5746 & 0.000000 & 255.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & None & 5746 & 0.000000 & 255.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5746, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001786', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002533, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1603.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002533
- - Gender.1 : Male
+","{'ApplicantIncome': 5746, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 255.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and has unknown self employment status. He earns 5746 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+349,Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1603.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -19904,13 +16761,11 @@ Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is M
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002533. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1603.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1603.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19927,8 +16782,6 @@ Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is M
| 0 |
Male |
- LP002533 |
- Male |
Yes |
2 |
Graduate |
@@ -19941,17 +16794,12 @@ Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002533 & Male & Yes & 2 & Graduate & No & 2947 & 1603.000000 & NaN & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 2947 & 1603.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2947, 'CoapplicantIncome': 1603.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002533', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002643, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3283, CoapplicantIncome is 2035.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002643
- - Gender.1 : Male
+","{'ApplicantIncome': 2947, 'CoapplicantIncome': 1603.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2947 dollars and his co-applicant earns 1603.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+350,Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3283, CoapplicantIncome is 2035.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -19961,13 +16809,11 @@ Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 148.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002643. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3283. The CoapplicantIncome is 2035.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3283. The CoapplicantIncome is 2035.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -19984,8 +16830,6 @@ Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002643 |
- Male |
Yes |
2 |
Graduate |
@@ -19998,17 +16842,12 @@ Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002643 & Male & Yes & 2 & Graduate & No & 3283 & 2035.000000 & 148.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 3283 & 2035.000000 & 148.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3283, 'CoapplicantIncome': 2035.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 148.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002643', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001743, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4009, CoapplicantIncome is 1717.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001743
- - Gender.1 : Male
+","{'ApplicantIncome': 3283, 'CoapplicantIncome': 2035.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 148.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 148.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3283 dollars and his co-applicant earns 2035.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+351,Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4009, CoapplicantIncome is 1717.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -20018,13 +16857,11 @@ Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 116.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001743. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4009. The CoapplicantIncome is 1717.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4009. The CoapplicantIncome is 1717.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20041,8 +16878,6 @@ Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001743 |
- Male |
Yes |
2 |
Graduate |
@@ -20055,17 +16890,12 @@ Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001743 & Male & Yes & 2 & Graduate & No & 4009 & 1717.000000 & 116.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 4009 & 1717.000000 & 116.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4009, 'CoapplicantIncome': 1717.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001743', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender is Female, Loan_ID is LP002794, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2667, CoapplicantIncome is 1625.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002794
- - Gender.1 : Female
+","{'ApplicantIncome': 4009, 'CoapplicantIncome': 1717.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 116.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4009 dollars and his co-applicant earns 1717.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+352,Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2667, CoapplicantIncome is 1625.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -20075,13 +16905,11 @@ Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender
- LoanAmount : 84.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002794. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2667. The CoapplicantIncome is 1625.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2667. The CoapplicantIncome is 1625.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20098,8 +16926,6 @@ Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender
| 0 |
Female |
- LP002794 |
- Female |
No |
0 |
Graduate |
@@ -20112,17 +16938,12 @@ Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002794 & Female & No & 0 & Graduate & No & 2667 & 1625.000000 & 84.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 2667 & 1625.000000 & 84.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2667, 'CoapplicantIncome': 1625.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002794', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Loan_ID is LP001326, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6782, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001326
- - Gender.1 : Male
+","{'ApplicantIncome': 2667, 'CoapplicantIncome': 1625.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 84.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 2667 dollars and her co-applicant earns 1625.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+353,Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6782, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -20132,13 +16953,11 @@ Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Loan
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001326. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6782. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6782. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20155,8 +16974,6 @@ Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Loan
| 0 |
Male |
- LP001326 |
- Male |
No |
0 |
Graduate |
@@ -20169,17 +16986,12 @@ Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Loan
Urban |
-
","\begin{tabular}{llllllllrrlrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001326 & Male & No & 0 & Graduate & NaN & 6782 & 0.000000 & NaN & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & None & 6782 & 0.000000 & None & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 6782, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001326', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001157, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3086, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001157
- - Gender.1 : Female
+","{'ApplicantIncome': 6782, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has unknown credit history. He is a graduate and has unknown self employment status. He earns 6782 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+354,Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3086, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -20189,13 +17001,11 @@ Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001157. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3086. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3086. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20212,8 +17022,6 @@ Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Female |
- LP001157 |
- Female |
No |
0 |
Graduate |
@@ -20226,17 +17034,12 @@ Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001157 & Female & No & 0 & Graduate & No & 3086 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3086 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3086, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001157', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001798, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5819, CoapplicantIncome is 5000.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001798
- - Gender.1 : Male
+","{'ApplicantIncome': 3086, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 120.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3086 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+355,Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5819, CoapplicantIncome is 5000.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -20246,13 +17049,11 @@ Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001798. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5819. The CoapplicantIncome is 5000.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5819. The CoapplicantIncome is 5000.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20269,8 +17070,6 @@ Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP001798 |
- Male |
Yes |
2 |
Graduate |
@@ -20283,17 +17082,12 @@ Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001798 & Male & Yes & 2 & Graduate & No & 5819 & 5000.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 5819 & 5000.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5819, 'CoapplicantIncome': 5000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001798', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002723, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3588, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002723
- - Gender.1 : Male
+","{'ApplicantIncome': 5819, 'CoapplicantIncome': 5000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5819 dollars and his co-applicant earns 5000.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+356,Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3588, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 2
- Education : Graduate
@@ -20303,13 +17097,11 @@ Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002723. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3588. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3588. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20326,8 +17118,6 @@ Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is
| 0 |
Male |
- LP002723 |
- Male |
No |
2 |
Graduate |
@@ -20340,17 +17130,12 @@ Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002723 & Male & No & 2 & Graduate & No & 3588 & 0.000000 & 110.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 2 & Graduate & No & 3588 & 0.000000 & 110.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3588, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002723', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002140, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4167.0, LoanAmount is 308.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002140
- - Gender.1 : Male
+","{'ApplicantIncome': 3588, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 110.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3588 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+357,Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4167.0, LoanAmount is 308.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -20360,13 +17145,11 @@ Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 308.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002140. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4167.0. The LoanAmount is 308.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4167.0. The LoanAmount is 308.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20383,8 +17166,6 @@ Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP002140 |
- Male |
No |
0 |
Graduate |
@@ -20397,17 +17178,12 @@ Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002140 & Male & No & 0 & Graduate & No & 8750 & 4167.000000 & 308.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 8750 & 4167.000000 & 308.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 8750, 'CoapplicantIncome': 4167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 308.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002140', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002714, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2679, CoapplicantIncome is 1302.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002714
- - Gender.1 : Male
+","{'ApplicantIncome': 8750, 'CoapplicantIncome': 4167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 308.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 308.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8750 dollars and his co-applicant earns 4167.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+358,Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2679, CoapplicantIncome is 1302.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 1
- Education : Not Graduate
@@ -20417,13 +17193,11 @@ Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y,"
- LoanAmount : 94.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002714. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2679. The CoapplicantIncome is 1302.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2679. The CoapplicantIncome is 1302.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20440,8 +17214,6 @@ Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y,"
| 0 |
Male |
- LP002714 |
- Male |
No |
1 |
Not Graduate |
@@ -20454,17 +17226,12 @@ Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y,"
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002714 & Male & No & 1 & Not Graduate & No & 2679 & 1302.000000 & 94.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Not Graduate & No & 2679 & 1302.000000 & 94.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2679, 'CoapplicantIncome': 1302.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002714', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001616, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001616
- - Gender.1 : Male
+","{'ApplicantIncome': 2679, 'CoapplicantIncome': 1302.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 94.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2679 dollars and his co-applicant earns 1302.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+359,Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -20474,13 +17241,11 @@ Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 116.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001616. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3750. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20497,8 +17262,6 @@ Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP001616 |
- Male |
Yes |
1 |
Graduate |
@@ -20511,17 +17274,12 @@ Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001616 & Male & Yes & 1 & Graduate & No & 3750 & 0.000000 & 116.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3750 & 0.000000 & 116.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001616', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-,LP002478,,Yes,0,Graduate,Yes,2083,4083.0,160.0,360.0,,Semiurban,Y,"Gender is None, Loan_ID is LP002478, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2083, CoapplicantIncome is 4083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : None
- - Loan_ID : LP002478
- - Gender.1 : None
+","{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 116.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3750 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+360,,LP002478,,Yes,0,Graduate,Yes,2083,4083.0,160.0,360.0,,Semiurban,Y,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2083, CoapplicantIncome is 4083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : None
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -20531,13 +17289,11 @@ Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002478. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2083. The CoapplicantIncome is 4083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2083. The CoapplicantIncome is 4083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20554,8 +17310,6 @@ Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
None |
- LP002478 |
- None |
Yes |
0 |
Graduate |
@@ -20568,17 +17322,12 @@ Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002478 & NaN & Yes & 0 & Graduate & Yes & 2083 & 4083.000000 & 160.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 0 & Graduate & Yes & 2083 & 4083.000000 & 160.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2083, 'CoapplicantIncome': 4083.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002478', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002739, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 536.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002739
- - Gender.1 : Male
+","{'ApplicantIncome': 2083, 'CoapplicantIncome': 4083.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married unknown gender individual is applying for a loan of 160.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is self employed. He earns 2083 dollars and his co-applicant earns 4083.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+361,Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 536.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -20588,13 +17337,11 @@ Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gend
- LoanAmount : 66.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002739. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 536.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 536.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20611,8 +17358,6 @@ Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gend
| 0 |
Male |
- LP002739 |
- Male |
Yes |
0 |
Not Graduate |
@@ -20625,17 +17370,12 @@ Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002739 & Male & Yes & 0 & Not Graduate & No & 2917 & 536.000000 & 66.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 2917 & 536.000000 & 66.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2917, 'CoapplicantIncome': 536.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002739', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001120, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1800, CoapplicantIncome is 1213.0, LoanAmount is 47.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001120
- - Gender.1 : Male
+","{'ApplicantIncome': 2917, 'CoapplicantIncome': 536.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 66.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2917 dollars and his co-applicant earns 536.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+362,Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1800, CoapplicantIncome is 1213.0, LoanAmount is 47.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -20645,13 +17385,11 @@ Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender i
- LoanAmount : 47.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001120. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1800. The CoapplicantIncome is 1213.0. The LoanAmount is 47.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1800. The CoapplicantIncome is 1213.0. The LoanAmount is 47.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20668,8 +17406,6 @@ Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender i
| 0 |
Male |
- LP001120 |
- Male |
No |
0 |
Graduate |
@@ -20682,17 +17418,12 @@ Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001120 & Male & No & 0 & Graduate & No & 1800 & 1213.000000 & 47.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 1800 & 1213.000000 & 47.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1800, 'CoapplicantIncome': 1213.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 47.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001120', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002837, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002837
- - Gender.1 : Male
+","{'ApplicantIncome': 1800, 'CoapplicantIncome': 1213.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 47.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 47.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1800 dollars and his co-applicant earns 1213.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+363,Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -20702,13 +17433,11 @@ Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gende
- LoanAmount : 123.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002837. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20725,8 +17454,6 @@ Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gende
| 0 |
Male |
- LP002837 |
- Male |
Yes |
3+ |
Graduate |
@@ -20739,17 +17466,12 @@ Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002837 & Male & Yes & 3+ & Graduate & No & 3400 & 2500.000000 & 123.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 3400 & 2500.000000 & 123.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3400, 'CoapplicantIncome': 2500.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002837', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002731, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 18165, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002731
- - Gender.1 : Female
+","{'ApplicantIncome': 3400, 'CoapplicantIncome': 2500.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 123.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3400 dollars and his co-applicant earns 2500.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+364,Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 18165, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -20759,13 +17481,11 @@ Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y,"
- LoanAmount : 125.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002731. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 18165. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 18165. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20782,8 +17502,6 @@ Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y,"
| 0 |
Female |
- LP002731 |
- Female |
No |
0 |
Not Graduate |
@@ -20796,17 +17514,12 @@ Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y,"
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002731 & Female & No & 0 & Not Graduate & Yes & 18165 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Not Graduate & Yes & 18165 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 18165, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002731', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001693, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3244, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001693
- - Gender.1 : Female
+","{'ApplicantIncome': 18165, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 125.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is self employed. She earns 18165 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+365,Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3244, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -20816,13 +17529,11 @@ Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 80.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001693. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3244. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3244. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20839,8 +17550,6 @@ Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Female |
- LP001693 |
- Female |
No |
0 |
Graduate |
@@ -20853,17 +17562,12 @@ Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001693 & Female & No & 0 & Graduate & No & 3244 & 0.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3244 & 0.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3244, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001693', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002263, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2115.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002263
- - Gender.1 : Male
+","{'ApplicantIncome': 3244, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 80.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3244 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+366,Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2115.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -20873,13 +17577,11 @@ Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002263. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2115.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2115.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20896,8 +17598,6 @@ Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is
| 0 |
Male |
- LP002263 |
- Male |
Yes |
0 |
Graduate |
@@ -20910,17 +17610,12 @@ Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002263 & Male & Yes & 0 & Graduate & No & 2583 & 2115.000000 & 120.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2583 & 2115.000000 & 120.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2583, 'CoapplicantIncome': 2115.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002263', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001915, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2301, CoapplicantIncome is 985.7999878, LoanAmount is 78.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001915
- - Gender.1 : Male
+","{'ApplicantIncome': 2583, 'CoapplicantIncome': 2115.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2583 dollars and his co-applicant earns 2115.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+367,Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2301, CoapplicantIncome is 985.7999878, LoanAmount is 78.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -20930,13 +17625,11 @@ Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Ge
- LoanAmount : 78.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001915. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2301. The CoapplicantIncome is 985.7999878. The LoanAmount is 78.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2301. The CoapplicantIncome is 985.7999878. The LoanAmount is 78.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -20953,8 +17646,6 @@ Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP001915 |
- Male |
Yes |
2 |
Graduate |
@@ -20967,17 +17658,12 @@ Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001915 & Male & Yes & 2 & Graduate & No & 2301 & 985.799988 & 78.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 2301 & 985.799988 & 78.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2301, 'CoapplicantIncome': 985.7999878, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 78.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001915', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002158, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 1666.0, LoanAmount is 100.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002158
- - Gender.1 : Male
+","{'ApplicantIncome': 2301, 'CoapplicantIncome': 985.7999878, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 78.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 78.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2301 dollars and his co-applicant earns 985.7999878 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+368,Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 1666.0, LoanAmount is 100.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -20987,13 +17673,11 @@ Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Ge
- LoanAmount : 100.0
- Loan_Amount_Term : 480.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002158. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3000. The CoapplicantIncome is 1666.0. The LoanAmount is 100.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3000. The CoapplicantIncome is 1666.0. The LoanAmount is 100.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21010,8 +17694,6 @@ Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Ge
| 0 |
Male |
- LP002158 |
- Male |
Yes |
0 |
Not Graduate |
@@ -21024,17 +17706,12 @@ Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002158 & Male & Yes & 0 & Not Graduate & No & 3000 & 1666.000000 & 100.000000 & 480.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 3000 & 1666.000000 & 100.000000 & 480.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3000, 'CoapplicantIncome': 1666.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002158', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002281, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3033, CoapplicantIncome is 1459.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002281
- - Gender.1 : Male
+","{'ApplicantIncome': 3000, 'CoapplicantIncome': 1666.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 480.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 40.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3000 dollars and his co-applicant earns 1666.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+369,Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3033, CoapplicantIncome is 1459.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -21044,13 +17721,11 @@ Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 95.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002281. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3033. The CoapplicantIncome is 1459.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3033. The CoapplicantIncome is 1459.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21067,8 +17742,6 @@ Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002281 |
- Male |
Yes |
0 |
Graduate |
@@ -21081,17 +17754,12 @@ Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002281 & Male & Yes & 0 & Graduate & No & 3033 & 1459.000000 & 95.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3033 & 1459.000000 & 95.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3033, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002281', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001844, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16250, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001844
- - Gender.1 : Male
+","{'ApplicantIncome': 3033, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 95.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3033 dollars and his co-applicant earns 1459.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+370,Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16250, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -21101,13 +17769,11 @@ Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender i
- LoanAmount : 192.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001844. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16250. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16250. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21124,8 +17790,6 @@ Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender i
| 0 |
Male |
- LP001844 |
- Male |
No |
0 |
Graduate |
@@ -21138,17 +17802,12 @@ Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001844 & Male & No & 0 & Graduate & Yes & 16250 & 0.000000 & 192.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 16250 & 0.000000 & 192.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 16250, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 192.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001844', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001726, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3727, CoapplicantIncome is 1775.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001726
- - Gender.1 : Male
+","{'ApplicantIncome': 16250, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 192.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 192.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 16250 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+371,Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3727, CoapplicantIncome is 1775.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -21158,13 +17817,11 @@ Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 131.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001726. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3727. The CoapplicantIncome is 1775.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3727. The CoapplicantIncome is 1775.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21181,8 +17838,6 @@ Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001726 |
- Male |
Yes |
0 |
Graduate |
@@ -21195,17 +17850,12 @@ Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001726 & Male & Yes & 0 & Graduate & No & 3727 & 1775.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3727 & 1775.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3727, 'CoapplicantIncome': 1775.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001726', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001008, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001008
- - Gender.1 : Male
+","{'ApplicantIncome': 3727, 'CoapplicantIncome': 1775.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 131.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3727 dollars and his co-applicant earns 1775.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+372,Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -21215,13 +17865,11 @@ Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 141.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001008. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21238,8 +17886,6 @@ Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001008 |
- Male |
No |
0 |
Graduate |
@@ -21252,17 +17898,12 @@ Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001008 & Male & No & 0 & Graduate & No & 6000 & 0.000000 & 141.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 6000 & 0.000000 & 141.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 141.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001008', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001849, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6045, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001849
- - Gender.1 : Male
+","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 141.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 141.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6000 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+373,Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6045, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -21272,13 +17913,11 @@ Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender
- LoanAmount : 115.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001849. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6045. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 6045. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21295,8 +17934,6 @@ Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender
| 0 |
Male |
- LP001849 |
- Male |
No |
0 |
Not Graduate |
@@ -21309,17 +17946,12 @@ Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001849 & Male & No & 0 & Not Graduate & No & 6045 & 0.000000 & 115.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 6045 & 0.000000 & 115.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6045, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001849', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-,LP002872,,Yes,0,Graduate,No,3087,2210.0,136.0,360.0,0.0,Semiurban,N,"Gender is None, Loan_ID is LP002872, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3087, CoapplicantIncome is 2210.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : None
- - Loan_ID : LP002872
- - Gender.1 : None
+","{'ApplicantIncome': 6045, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 115.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 6045 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+374,,LP002872,,Yes,0,Graduate,No,3087,2210.0,136.0,360.0,0.0,Semiurban,N,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3087, CoapplicantIncome is 2210.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : None
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -21329,13 +17961,11 @@ Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender
- LoanAmount : 136.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is None. The Loan_ID is LP002872. The Gender.1 is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3087. The CoapplicantIncome is 2210.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3087. The CoapplicantIncome is 2210.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21352,8 +17982,6 @@ Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender
| 0 |
None |
- LP002872 |
- None |
Yes |
0 |
Graduate |
@@ -21366,17 +17994,12 @@ Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP002872 & NaN & Yes & 0 & Graduate & No & 3087 & 2210.000000 & 136.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 0 & Graduate & No & 3087 & 2210.000000 & 136.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3087, 'CoapplicantIncome': 2210.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002872', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002767, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2768, CoapplicantIncome is 1950.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002767
- - Gender.1 : Male
+","{'ApplicantIncome': 3087, 'CoapplicantIncome': 2210.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 136.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3087 dollars and his co-applicant earns 2210.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+375,Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2768, CoapplicantIncome is 1950.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -21386,13 +18009,11 @@ Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 155.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002767. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2768. The CoapplicantIncome is 1950.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2768. The CoapplicantIncome is 1950.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21409,8 +18030,6 @@ Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002767 |
- Male |
Yes |
0 |
Graduate |
@@ -21423,17 +18042,12 @@ Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002767 & Male & Yes & 0 & Graduate & No & 2768 & 1950.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2768 & 1950.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2768, 'CoapplicantIncome': 1950.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002767', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002377, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8624, CoapplicantIncome is 0.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002377
- - Gender.1 : Female
+","{'ApplicantIncome': 2768, 'CoapplicantIncome': 1950.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 155.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2768 dollars and his co-applicant earns 1950.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+376,Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8624, CoapplicantIncome is 0.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Graduate
@@ -21443,13 +18057,11 @@ Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 150.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002377. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8624. The CoapplicantIncome is 0.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8624. The CoapplicantIncome is 0.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21466,8 +18078,6 @@ Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"G
| 0 |
Female |
- LP002377 |
- Female |
No |
1 |
Graduate |
@@ -21480,17 +18090,12 @@ Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002377 & Female & No & 1 & Graduate & Yes & 8624 & 0.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Graduate & Yes & 8624 & 0.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 8624, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002377', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001345, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4288, CoapplicantIncome is 3263.0, LoanAmount is 133.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001345
- - Gender.1 : Male
+","{'ApplicantIncome': 8624, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 150.0 dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 8624 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
+377,Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4288, CoapplicantIncome is 3263.0, LoanAmount is 133.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -21500,13 +18105,11 @@ Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Ge
- LoanAmount : 133.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001345. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4288. The CoapplicantIncome is 3263.0. The LoanAmount is 133.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4288. The CoapplicantIncome is 3263.0. The LoanAmount is 133.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21523,8 +18126,6 @@ Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP001345 |
- Male |
Yes |
2 |
Not Graduate |
@@ -21537,17 +18138,12 @@ Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001345 & Male & Yes & 2 & Not Graduate & No & 4288 & 3263.000000 & 133.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 4288 & 3263.000000 & 133.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4288, 'CoapplicantIncome': 3263.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001345', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001754, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4735, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001754
- - Gender.1 : Male
+","{'ApplicantIncome': 4288, 'CoapplicantIncome': 3263.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 133.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4288 dollars and his co-applicant earns 3263.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+378,Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4735, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : None
- Education : Not Graduate
@@ -21557,13 +18153,11 @@ Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gende
- LoanAmount : 138.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001754. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4735. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4735. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21580,8 +18174,6 @@ Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gende
| 0 |
Male |
- LP001754 |
- Male |
Yes |
None |
Not Graduate |
@@ -21594,17 +18186,12 @@ Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001754 & Male & Yes & NaN & Not Graduate & Yes & 4735 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & None & Not Graduate & Yes & 4735 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4735, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001754', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002443, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3340, CoapplicantIncome is 1710.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002443
- - Gender.1 : Male
+","{'ApplicantIncome': 4735, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 138.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 4735 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+379,Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3340, CoapplicantIncome is 1710.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -21614,13 +18201,11 @@ Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender
- LoanAmount : 150.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002443. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3340. The CoapplicantIncome is 1710.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3340. The CoapplicantIncome is 1710.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21637,8 +18222,6 @@ Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender
| 0 |
Male |
- LP002443 |
- Male |
Yes |
2 |
Graduate |
@@ -21651,17 +18234,12 @@ Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002443 & Male & Yes & 2 & Graduate & No & 3340 & 1710.000000 & 150.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 3340 & 1710.000000 & 150.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3340, 'CoapplicantIncome': 1710.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002443', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002804, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4180, CoapplicantIncome is 2306.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002804
- - Gender.1 : Female
+","{'ApplicantIncome': 3340, 'CoapplicantIncome': 1710.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3340 dollars and his co-applicant earns 1710.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+380,Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4180, CoapplicantIncome is 2306.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -21671,13 +18249,11 @@ Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y
- LoanAmount : 182.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002804. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4180. The CoapplicantIncome is 2306.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4180. The CoapplicantIncome is 2306.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21694,8 +18270,6 @@ Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y
| 0 |
Female |
- LP002804 |
- Female |
Yes |
0 |
Graduate |
@@ -21708,17 +18282,12 @@ Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002804 & Female & Yes & 0 & Graduate & No & 4180 & 2306.000000 & 182.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 4180 & 2306.000000 & 182.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4180, 'CoapplicantIncome': 2306.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 182.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002804', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002912, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 3000.0, LoanAmount is 172.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002912
- - Gender.1 : Male
+","{'ApplicantIncome': 4180, 'CoapplicantIncome': 2306.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 182.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 182.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4180 dollars and her co-applicant earns 2306.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+381,Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 3000.0, LoanAmount is 172.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -21728,13 +18297,11 @@ Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender
- LoanAmount : 172.0
- Loan_Amount_Term : 84.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002912. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 3000.0. The LoanAmount is 172.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 3000.0. The LoanAmount is 172.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21751,8 +18318,6 @@ Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP002912 |
- Male |
Yes |
1 |
Graduate |
@@ -21765,17 +18330,12 @@ Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002912 & Male & Yes & 1 & Graduate & No & 4283 & 3000.000000 & 172.000000 & 84.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 4283 & 3000.000000 & 172.000000 & 84.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4283, 'CoapplicantIncome': 3000.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 84.0, 'Loan_ID': 'LP002912', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001715, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5703, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001715
- - Gender.1 : Male
+","{'ApplicantIncome': 4283, 'CoapplicantIncome': 3000.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 84.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 172.0 dollars for 7.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4283 dollars and his co-applicant earns 3000.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+382,Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5703, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -21785,13 +18345,11 @@ Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gen
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001715. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 5703. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 5703. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21808,8 +18366,6 @@ Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gen
| 0 |
Male |
- LP001715 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -21822,17 +18378,12 @@ Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gen
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001715 & Male & Yes & 3+ & Not Graduate & Yes & 5703 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & Yes & 5703 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001715', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002160, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5167, CoapplicantIncome is 3167.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002160
- - Gender.1 : Male
+","{'ApplicantIncome': 5703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 5703 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+383,Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5167, CoapplicantIncome is 3167.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -21842,13 +18393,11 @@ Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 200.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002160. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5167. The CoapplicantIncome is 3167.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5167. The CoapplicantIncome is 3167.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21865,8 +18414,6 @@ Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"G
| 0 |
Male |
- LP002160 |
- Male |
Yes |
3+ |
Graduate |
@@ -21879,17 +18426,12 @@ Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002160 & Male & Yes & 3+ & Graduate & No & 5167 & 3167.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 5167 & 3167.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5167, 'CoapplicantIncome': 3167.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002160', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-,LP001585,,Yes,3+,Graduate,No,51763,0.0,700.0,300.0,1.0,Urban,Y,"Gender is None, Loan_ID is LP001585, Gender.1 is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 51763, CoapplicantIncome is 0.0, LoanAmount is 700.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
- - Loan_ID : LP001585
- - Gender.1 : None
+","{'ApplicantIncome': 5167, 'CoapplicantIncome': 3167.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 200.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5167 dollars and his co-applicant earns 3167.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+384,,LP001585,,Yes,3+,Graduate,No,51763,0.0,700.0,300.0,1.0,Urban,Y,"Gender is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 51763, CoapplicantIncome is 0.0, LoanAmount is 700.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -21899,13 +18441,11 @@ Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 700.0
- Loan_Amount_Term : 300.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is None. The Loan_ID is LP001585. The Gender.1 is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 51763. The CoapplicantIncome is 0.0. The LoanAmount is 700.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 51763. The CoapplicantIncome is 0.0. The LoanAmount is 700.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21922,8 +18462,6 @@ Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"G
| 0 |
None |
- LP001585 |
- None |
Yes |
3+ |
Graduate |
@@ -21936,17 +18474,12 @@ Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"G
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & NaN & LP001585 & NaN & Yes & 3+ & Graduate & No & 51763 & 0.000000 & 700.000000 & 300.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 3+ & Graduate & No & 51763 & 0.000000 & 700.000000 & 300.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 51763, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 700.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP001585', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001334, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4188, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001334
- - Gender.1 : Male
+","{'ApplicantIncome': 51763, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 700.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 700.0 dollars for 25.0 months. He has a credit history. He is a graduate and is not self employed. He earns 51763 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+385,Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4188, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -21956,13 +18489,11 @@ Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"G
- LoanAmount : 115.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001334. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4188. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4188. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -21979,8 +18510,6 @@ Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"G
| 0 |
Male |
- LP001334 |
- Male |
Yes |
0 |
Not Graduate |
@@ -21993,17 +18522,12 @@ Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001334 & Male & Yes & 0 & Not Graduate & No & 4188 & 0.000000 & 115.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 4188 & 0.000000 & 115.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4188, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001334', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001940, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3153, CoapplicantIncome is 1560.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001940
- - Gender.1 : Male
+","{'ApplicantIncome': 4188, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 115.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4188 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+386,Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3153, CoapplicantIncome is 1560.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -22013,13 +18537,11 @@ Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 134.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001940. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3153. The CoapplicantIncome is 1560.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3153. The CoapplicantIncome is 1560.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22036,8 +18558,6 @@ Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001940 |
- Male |
Yes |
2 |
Graduate |
@@ -22050,17 +18570,12 @@ Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001940 & Male & Yes & 2 & Graduate & No & 3153 & 1560.000000 & 134.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 3153 & 1560.000000 & 134.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3153, 'CoapplicantIncome': 1560.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001940', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001720, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3850, CoapplicantIncome is 983.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001720
- - Gender.1 : Male
+","{'ApplicantIncome': 3153, 'CoapplicantIncome': 1560.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 134.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3153 dollars and his co-applicant earns 1560.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+387,Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3850, CoapplicantIncome is 983.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -22070,13 +18585,11 @@ Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001720. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3850. The CoapplicantIncome is 983.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3850. The CoapplicantIncome is 983.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22093,8 +18606,6 @@ Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y
| 0 |
Male |
- LP001720 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -22107,17 +18618,12 @@ Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001720 & Male & Yes & 3+ & Not Graduate & No & 3850 & 983.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & No & 3850 & 983.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3850, 'CoapplicantIncome': 983.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001720', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001206, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3029, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001206
- - Gender.1 : Male
+","{'ApplicantIncome': 3850, 'CoapplicantIncome': 983.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3850 dollars and his co-applicant earns 983.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+388,Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3029, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -22127,13 +18633,11 @@ Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 99.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001206. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3029. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3029. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22150,8 +18654,6 @@ Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001206 |
- Male |
Yes |
3+ |
Graduate |
@@ -22164,17 +18666,12 @@ Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001206 & Male & Yes & 3+ & Graduate & No & 3029 & 0.000000 & 99.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 3029 & 0.000000 & 99.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3029, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001206', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002308, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2167, CoapplicantIncome is 2400.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002308
- - Gender.1 : Male
+","{'ApplicantIncome': 3029, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 99.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3029 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+389,Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2167, CoapplicantIncome is 2400.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -22184,13 +18681,11 @@ Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Ge
- LoanAmount : 115.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002308. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2167. The CoapplicantIncome is 2400.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2167. The CoapplicantIncome is 2400.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22207,8 +18702,6 @@ Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP002308 |
- Male |
Yes |
0 |
Not Graduate |
@@ -22221,17 +18714,12 @@ Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002308 & Male & Yes & 0 & Not Graduate & No & 2167 & 2400.000000 & 115.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 2167 & 2400.000000 & 115.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2167, 'CoapplicantIncome': 2400.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002308', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002615, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4865, CoapplicantIncome is 5624.0, LoanAmount is 208.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002615
- - Gender.1 : Male
+","{'ApplicantIncome': 2167, 'CoapplicantIncome': 2400.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 115.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2167 dollars and his co-applicant earns 2400.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+390,Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4865, CoapplicantIncome is 5624.0, LoanAmount is 208.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -22241,13 +18729,11 @@ Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 208.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002615. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4865. The CoapplicantIncome is 5624.0. The LoanAmount is 208.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4865. The CoapplicantIncome is 5624.0. The LoanAmount is 208.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22264,8 +18750,6 @@ Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002615 |
- Male |
Yes |
2 |
Graduate |
@@ -22278,17 +18762,12 @@ Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002615 & Male & Yes & 2 & Graduate & No & 4865 & 5624.000000 & 208.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 4865 & 5624.000000 & 208.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4865, 'CoapplicantIncome': 5624.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 208.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002615', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001144, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5821, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001144
- - Gender.1 : Male
+","{'ApplicantIncome': 4865, 'CoapplicantIncome': 5624.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 208.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 208.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4865 dollars and his co-applicant earns 5624.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+391,Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5821, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -22298,13 +18777,11 @@ Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 144.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001144. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5821. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5821. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22321,8 +18798,6 @@ Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP001144 |
- Male |
Yes |
0 |
Graduate |
@@ -22335,17 +18810,12 @@ Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001144 & Male & Yes & 0 & Graduate & No & 5821 & 0.000000 & 144.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 5821 & 0.000000 & 144.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5821, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001144', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001097, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4692, CoapplicantIncome is 0.0, LoanAmount is 106.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001097
- - Gender.1 : Male
+","{'ApplicantIncome': 5821, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 144.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5821 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+392,Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4692, CoapplicantIncome is 0.0, LoanAmount is 106.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 1
- Education : Graduate
@@ -22355,13 +18825,11 @@ Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is
- LoanAmount : 106.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001097. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4692. The CoapplicantIncome is 0.0. The LoanAmount is 106.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4692. The CoapplicantIncome is 0.0. The LoanAmount is 106.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22378,8 +18846,6 @@ Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is
| 0 |
Male |
- LP001097 |
- Male |
No |
1 |
Graduate |
@@ -22392,17 +18858,12 @@ Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001097 & Male & No & 1 & Graduate & Yes & 4692 & 0.000000 & 106.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Graduate & Yes & 4692 & 0.000000 & 106.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4692, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 106.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001097', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001674, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 2500.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001674
- - Gender.1 : Male
+","{'ApplicantIncome': 4692, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 106.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 106.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 4692 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+393,Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 2500.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -22412,13 +18873,11 @@ Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 90.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001674. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 2500.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 2500.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22435,8 +18894,6 @@ Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y,
| 0 |
Male |
- LP001674 |
- Male |
Yes |
1 |
Not Graduate |
@@ -22449,17 +18906,12 @@ Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001674 & Male & Yes & 1 & Not Graduate & No & 2600 & 2500.000000 & 90.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 2600 & 2500.000000 & 90.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2600, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001674', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001487, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4895, CoapplicantIncome is 0.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001487
- - Gender.1 : Male
+","{'ApplicantIncome': 2600, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 90.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2600 dollars and his co-applicant earns 2500.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+394,Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4895, CoapplicantIncome is 0.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -22469,13 +18921,11 @@ Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 102.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001487. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4895. The CoapplicantIncome is 0.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4895. The CoapplicantIncome is 0.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22492,8 +18942,6 @@ Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001487 |
- Male |
No |
0 |
Graduate |
@@ -22506,17 +18954,12 @@ Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001487 & Male & No & 0 & Graduate & No & 4895 & 0.000000 & 102.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 4895 & 0.000000 & 102.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4895, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 102.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001487', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001073, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4226, CoapplicantIncome is 1040.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001073
- - Gender.1 : Male
+","{'ApplicantIncome': 4895, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 102.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 102.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4895 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+395,Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4226, CoapplicantIncome is 1040.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -22526,13 +18969,11 @@ Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Ge
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001073. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4226. The CoapplicantIncome is 1040.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4226. The CoapplicantIncome is 1040.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22549,8 +18990,6 @@ Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP001073 |
- Male |
Yes |
2 |
Not Graduate |
@@ -22563,17 +19002,12 @@ Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001073 & Male & Yes & 2 & Not Graduate & No & 4226 & 1040.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 4226 & 1040.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4226, 'CoapplicantIncome': 1040.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001073', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002734, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6133, CoapplicantIncome is 3906.0, LoanAmount is 324.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002734
- - Gender.1 : Male
+","{'ApplicantIncome': 4226, 'CoapplicantIncome': 1040.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4226 dollars and his co-applicant earns 1040.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+396,Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6133, CoapplicantIncome is 3906.0, LoanAmount is 324.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -22583,13 +19017,11 @@ Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 324.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002734. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6133. The CoapplicantIncome is 3906.0. The LoanAmount is 324.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6133. The CoapplicantIncome is 3906.0. The LoanAmount is 324.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22606,8 +19038,6 @@ Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002734 |
- Male |
Yes |
0 |
Graduate |
@@ -22620,17 +19050,12 @@ Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002734 & Male & Yes & 0 & Graduate & No & 6133 & 3906.000000 & 324.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 6133 & 3906.000000 & 324.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 6133, 'CoapplicantIncome': 3906.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 324.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002734', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001765, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2491, CoapplicantIncome is 2054.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001765
- - Gender.1 : Male
+","{'ApplicantIncome': 6133, 'CoapplicantIncome': 3906.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 324.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 324.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6133 dollars and his co-applicant earns 3906.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+397,Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2491, CoapplicantIncome is 2054.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -22640,13 +19065,11 @@ Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 104.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001765. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2491. The CoapplicantIncome is 2054.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2491. The CoapplicantIncome is 2054.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22663,8 +19086,6 @@ Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001765 |
- Male |
Yes |
1 |
Graduate |
@@ -22677,17 +19098,12 @@ Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001765 & Male & Yes & 1 & Graduate & No & 2491 & 2054.000000 & 104.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 2491 & 2054.000000 & 104.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2491, 'CoapplicantIncome': 2054.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001765', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002556, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2435, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002556
- - Gender.1 : Male
+","{'ApplicantIncome': 2491, 'CoapplicantIncome': 2054.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 104.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2491 dollars and his co-applicant earns 2054.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+398,Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2435, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -22697,13 +19113,11 @@ Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is M
- LoanAmount : 75.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002556. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2435. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2435. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22720,8 +19134,6 @@ Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is M
| 0 |
Male |
- LP002556 |
- Male |
No |
0 |
Graduate |
@@ -22734,17 +19146,12 @@ Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002556 & Male & No & 0 & Graduate & No & 2435 & 0.000000 & 75.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2435 & 0.000000 & 75.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2435, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002556', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002224, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3069, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002224
- - Gender.1 : Male
+","{'ApplicantIncome': 2435, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 75.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2435 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+399,Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3069, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -22754,13 +19161,11 @@ Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is M
- LoanAmount : 71.0
- Loan_Amount_Term : 480.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002224. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3069. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3069. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22777,8 +19182,6 @@ Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is M
| 0 |
Male |
- LP002224 |
- Male |
No |
0 |
Graduate |
@@ -22791,17 +19194,12 @@ Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002224 & Male & No & 0 & Graduate & No & 3069 & 0.000000 & 71.000000 & 480.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3069 & 0.000000 & 71.000000 & 480.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3069, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 71.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002224', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001931, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4124, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001931
- - Gender.1 : Female
+","{'ApplicantIncome': 3069, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 71.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 71.0 dollars for 40.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3069 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+400,Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4124, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -22811,13 +19209,11 @@ Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 115.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001931. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4124. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4124. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22834,8 +19230,6 @@ Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Female |
- LP001931 |
- Female |
No |
0 |
Graduate |
@@ -22848,17 +19242,12 @@ Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001931 & Female & No & 0 & Graduate & No & 4124 & 0.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 4124 & 0.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4124, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001931', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002345, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 2773.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002345
- - Gender.1 : Male
+","{'ApplicantIncome': 4124, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 115.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4124 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+401,Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 2773.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -22868,13 +19257,11 @@ Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 112.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002345. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 2773.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 2773.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22891,8 +19278,6 @@ Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002345 |
- Male |
Yes |
0 |
Graduate |
@@ -22905,17 +19290,12 @@ Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002345 & Male & Yes & 0 & Graduate & No & 1025 & 2773.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 1025 & 2773.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 1025, 'CoapplicantIncome': 2773.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002345', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002262, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9504, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002262
- - Gender.1 : Male
+","{'ApplicantIncome': 1025, 'CoapplicantIncome': 2773.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 112.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1025 dollars and his co-applicant earns 2773.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+402,Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9504, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -22925,13 +19305,11 @@ Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender i
- LoanAmount : 275.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002262. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9504. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9504. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -22948,8 +19326,6 @@ Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender i
| 0 |
Male |
- LP002262 |
- Male |
Yes |
3+ |
Graduate |
@@ -22962,17 +19338,12 @@ Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender i
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002262 & Male & Yes & 3+ & Graduate & No & 9504 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 9504 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 9504, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002262', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002600, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2895, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002600
- - Gender.1 : Male
+","{'ApplicantIncome': 9504, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 275.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9504 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+403,Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2895, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -22982,13 +19353,11 @@ Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 95.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002600. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2895. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2895. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23005,8 +19374,6 @@ Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP002600 |
- Male |
Yes |
1 |
Graduate |
@@ -23019,17 +19386,12 @@ Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002600 & Male & Yes & 1 & Graduate & Yes & 2895 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & Yes & 2895 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2895, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002600', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001492, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14999, CoapplicantIncome is 0.0, LoanAmount is 242.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001492
- - Gender.1 : Male
+","{'ApplicantIncome': 2895, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 95.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 2895 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+404,Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14999, CoapplicantIncome is 0.0, LoanAmount is 242.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -23039,13 +19401,11 @@ Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gende
- LoanAmount : 242.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001492. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14999. The CoapplicantIncome is 0.0. The LoanAmount is 242.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 14999. The CoapplicantIncome is 0.0. The LoanAmount is 242.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23062,8 +19422,6 @@ Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gende
| 0 |
Male |
- LP001492 |
- Male |
No |
0 |
Graduate |
@@ -23076,17 +19434,12 @@ Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001492 & Male & No & 0 & Graduate & No & 14999 & 0.000000 & 242.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 14999 & 0.000000 & 242.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 14999, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 242.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001492', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001207, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2609, CoapplicantIncome is 3449.0, LoanAmount is 165.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001207
- - Gender.1 : Male
+","{'ApplicantIncome': 14999, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 242.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 242.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 14999 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+405,Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2609, CoapplicantIncome is 3449.0, LoanAmount is 165.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -23096,13 +19449,11 @@ Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"G
- LoanAmount : 165.0
- Loan_Amount_Term : 180.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001207. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 2609. The CoapplicantIncome is 3449.0. The LoanAmount is 165.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 2609. The CoapplicantIncome is 3449.0. The LoanAmount is 165.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23119,8 +19470,6 @@ Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"G
| 0 |
Male |
- LP001207 |
- Male |
Yes |
0 |
Not Graduate |
@@ -23133,17 +19482,12 @@ Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"G
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001207 & Male & Yes & 0 & Not Graduate & Yes & 2609 & 3449.000000 & 165.000000 & 180.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & Yes & 2609 & 3449.000000 & 165.000000 & 180.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2609, 'CoapplicantIncome': 3449.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001207', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002517, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2653, CoapplicantIncome is 1500.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002517
- - Gender.1 : Male
+","{'ApplicantIncome': 2609, 'CoapplicantIncome': 3449.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 165.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is self employed. He earns 2609 dollars and his co-applicant earns 3449.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+406,Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2653, CoapplicantIncome is 1500.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -23153,13 +19497,11 @@ Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Ge
- LoanAmount : 113.0
- Loan_Amount_Term : 180.0
- Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002517. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2653. The CoapplicantIncome is 1500.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2653. The CoapplicantIncome is 1500.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23176,8 +19518,6 @@ Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Ge
| 0 |
Male |
- LP002517 |
- Male |
Yes |
1 |
Not Graduate |
@@ -23190,17 +19530,12 @@ Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002517 & Male & Yes & 1 & Not Graduate & No & 2653 & 1500.000000 & 113.000000 & 180.000000 & 0.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 2653 & 1500.000000 & 113.000000 & 180.000000 & 0.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2653, 'CoapplicantIncome': 1500.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002517', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001451, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10513, CoapplicantIncome is 3850.0, LoanAmount is 160.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001451
- - Gender.1 : Male
+","{'ApplicantIncome': 2653, 'CoapplicantIncome': 1500.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 113.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2653 dollars and his co-applicant earns 1500.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+407,Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10513, CoapplicantIncome is 3850.0, LoanAmount is 160.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -23210,13 +19545,11 @@ Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gend
- LoanAmount : 160.0
- Loan_Amount_Term : 180.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001451. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10513. The CoapplicantIncome is 3850.0. The LoanAmount is 160.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10513. The CoapplicantIncome is 3850.0. The LoanAmount is 160.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23233,8 +19566,6 @@ Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gend
| 0 |
Male |
- LP001451 |
- Male |
Yes |
1 |
Graduate |
@@ -23247,17 +19578,12 @@ Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gend
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001451 & Male & Yes & 1 & Graduate & Yes & 10513 & 3850.000000 & 160.000000 & 180.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & Yes & 10513 & 3850.000000 & 160.000000 & 180.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 10513, 'CoapplicantIncome': 3850.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001451', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002943, Gender.1 is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2987, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002943
- - Gender.1 : Male
+","{'ApplicantIncome': 10513, 'CoapplicantIncome': 3850.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 160.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 10513 dollars and his co-applicant earns 3850.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+408,Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2987, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : None
- Education : Graduate
@@ -23267,13 +19593,11 @@ Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender i
- LoanAmount : 88.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002943. The Gender.1 is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2987. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2987. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23290,8 +19614,6 @@ Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender i
| 0 |
Male |
- LP002943 |
- Male |
No |
None |
Graduate |
@@ -23304,17 +19626,12 @@ Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender i
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002943 & Male & No & NaN & Graduate & No & 2987 & 0.000000 & 88.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & None & Graduate & No & 2987 & 0.000000 & 88.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2987, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002943', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002689, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2192, CoapplicantIncome is 1742.0, LoanAmount is 45.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002689
- - Gender.1 : Male
+","{'ApplicantIncome': 2987, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 88.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2987 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+409,Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2192, CoapplicantIncome is 1742.0, LoanAmount is 45.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -23324,13 +19641,11 @@ Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 45.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002689. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2192. The CoapplicantIncome is 1742.0. The LoanAmount is 45.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2192. The CoapplicantIncome is 1742.0. The LoanAmount is 45.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23347,8 +19662,6 @@ Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y,
| 0 |
Male |
- LP002689 |
- Male |
Yes |
2 |
Not Graduate |
@@ -23361,17 +19674,12 @@ Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002689 & Male & Yes & 2 & Not Graduate & No & 2192 & 1742.000000 & 45.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 2192 & 1742.000000 & 45.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2192, 'CoapplicantIncome': 1742.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 45.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002689', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP001222, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001222
- - Gender.1 : Female
+","{'ApplicantIncome': 2192, 'CoapplicantIncome': 1742.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 45.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 45.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2192 dollars and his co-applicant earns 1742.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+410,Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -23381,13 +19689,11 @@ Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Ge
- LoanAmount : 116.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001222. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23404,8 +19710,6 @@ Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Ge
| 0 |
Female |
- LP001222 |
- Female |
No |
0 |
Graduate |
@@ -23418,17 +19722,12 @@ Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001222 & Female & No & 0 & Graduate & No & 4166 & 0.000000 & 116.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 4166 & 0.000000 & 116.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001222', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001030, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 1299, CoapplicantIncome is 1086.0, LoanAmount is 17.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001030
- - Gender.1 : Male
+","{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 116.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 4166 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+411,Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 1299, CoapplicantIncome is 1086.0, LoanAmount is 17.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -23438,13 +19737,11 @@ Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender
- LoanAmount : 17.0
- Loan_Amount_Term : 120.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001030. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1299. The CoapplicantIncome is 1086.0. The LoanAmount is 17.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1299. The CoapplicantIncome is 1086.0. The LoanAmount is 17.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23461,8 +19758,6 @@ Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001030 |
- Male |
Yes |
2 |
Graduate |
@@ -23475,17 +19770,12 @@ Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001030 & Male & Yes & 2 & Graduate & No & 1299 & 1086.000000 & 17.000000 & 120.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 1299 & 1086.000000 & 17.000000 & 120.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 1299, 'CoapplicantIncome': 1086.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 17.0, 'Loan_Amount_Term': 120.0, 'Loan_ID': 'LP001030', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001541, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001541
- - Gender.1 : Male
+","{'ApplicantIncome': 1299, 'CoapplicantIncome': 1086.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 17.0, 'Loan_Amount_Term': 120.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 17.0 dollars for 10.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1299 dollars and his co-applicant earns 1086.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+412,Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -23495,13 +19785,11 @@ Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Ma
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001541. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23518,8 +19806,6 @@ Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Ma
| 0 |
Male |
- LP001541 |
- Male |
Yes |
1 |
Graduate |
@@ -23532,17 +19818,12 @@ Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Ma
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001541 & Male & Yes & 1 & Graduate & No & 6000 & 0.000000 & 160.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 6000 & 0.000000 & 160.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001541', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001119, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3600, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001119
- - Gender.1 : Male
+","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6000 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+413,Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3600, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -23552,13 +19833,11 @@ Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is M
- LoanAmount : 80.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001119. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3600. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3600. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23575,8 +19854,6 @@ Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is M
| 0 |
Male |
- LP001119 |
- Male |
No |
0 |
Graduate |
@@ -23589,17 +19866,12 @@ Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001119 & Male & No & 0 & Graduate & No & 3600 & 0.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3600 & 0.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001119', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002571, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3691, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002571
- - Gender.1 : Male
+","{'ApplicantIncome': 3600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 80.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3600 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+414,Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3691, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -23609,13 +19881,11 @@ Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002571. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3691. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3691. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23632,8 +19902,6 @@ Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002571 |
- Male |
No |
0 |
Not Graduate |
@@ -23646,17 +19914,12 @@ Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002571 & Male & No & 0 & Not Graduate & No & 3691 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 3691 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3691, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002571', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002225, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5391, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002225
- - Gender.1 : Male
+","{'ApplicantIncome': 3691, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3691 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+415,Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5391, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -23666,13 +19929,11 @@ Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 130.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002225. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5391. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5391. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23689,8 +19950,6 @@ Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP002225 |
- Male |
Yes |
2 |
Graduate |
@@ -23703,17 +19962,12 @@ Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002225 & Male & Yes & 2 & Graduate & No & 5391 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 5391 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5391, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002225', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is Male, Loan_ID is LP001643, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 2138.0, LoanAmount is 58.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001643
- - Gender.1 : Male
+","{'ApplicantIncome': 5391, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5391 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+416,Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 2138.0, LoanAmount is 58.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -23723,13 +19977,11 @@ Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is
- LoanAmount : 58.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001643. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 2138.0. The LoanAmount is 58.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 2138.0. The LoanAmount is 58.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23746,8 +19998,6 @@ Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is
| 0 |
Male |
- LP001643 |
- Male |
Yes |
0 |
Graduate |
@@ -23760,17 +20010,12 @@ Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001643 & Male & Yes & 0 & Graduate & No & 2383 & 2138.000000 & 58.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2383 & 2138.000000 & 58.000000 & 360.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2383, 'CoapplicantIncome': 2138.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 58.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001643', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001722, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 150, CoapplicantIncome is 1800.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001722
- - Gender.1 : Male
+","{'ApplicantIncome': 2383, 'CoapplicantIncome': 2138.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 58.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 58.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2383 dollars and his co-applicant earns 2138.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+417,Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 150, CoapplicantIncome is 1800.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -23780,13 +20025,11 @@ Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 135.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001722. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 150. The CoapplicantIncome is 1800.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 150. The CoapplicantIncome is 1800.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23803,8 +20046,6 @@ Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP001722 |
- Male |
Yes |
0 |
Graduate |
@@ -23817,17 +20058,12 @@ Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001722 & Male & Yes & 0 & Graduate & No & 150 & 1800.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 150 & 1800.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 150, 'CoapplicantIncome': 1800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001722', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001164, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4230, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001164
- - Gender.1 : Female
+","{'ApplicantIncome': 150, 'CoapplicantIncome': 1800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 135.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 150 dollars and his co-applicant earns 1800.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+418,Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4230, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -23837,13 +20073,11 @@ Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Ge
- LoanAmount : 112.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001164. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4230. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4230. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23860,8 +20094,6 @@ Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Ge
| 0 |
Female |
- LP001164 |
- Female |
No |
0 |
Graduate |
@@ -23874,17 +20106,12 @@ Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001164 & Female & No & 0 & Graduate & No & 4230 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 4230 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4230, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001164', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002112, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2500, CoapplicantIncome is 4600.0, LoanAmount is 176.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002112
- - Gender.1 : Male
+","{'ApplicantIncome': 4230, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 112.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4230 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+419,Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2500, CoapplicantIncome is 4600.0, LoanAmount is 176.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -23894,13 +20121,11 @@ Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 176.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002112. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2500. The CoapplicantIncome is 4600.0. The LoanAmount is 176.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2500. The CoapplicantIncome is 4600.0. The LoanAmount is 176.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23917,8 +20142,6 @@ Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP002112 |
- Male |
Yes |
2 |
Graduate |
@@ -23931,17 +20154,12 @@ Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002112 & Male & Yes & 2 & Graduate & Yes & 2500 & 4600.000000 & 176.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 2500 & 4600.000000 & 176.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 4600.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 176.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002112', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001949, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 4416, CoapplicantIncome is 1250.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001949
- - Gender.1 : Male
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 4600.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 176.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 176.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 2500 dollars and his co-applicant earns 4600.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+420,Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 4416, CoapplicantIncome is 1250.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -23951,13 +20169,11 @@ Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001949. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 4416. The CoapplicantIncome is 1250.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 4416. The CoapplicantIncome is 1250.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -23974,8 +20190,6 @@ Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001949 |
- Male |
Yes |
3+ |
Graduate |
@@ -23988,17 +20202,12 @@ Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001949 & Male & Yes & 3+ & Graduate & NaN & 4416 & 1250.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & None & 4416 & 1250.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4416, 'CoapplicantIncome': 1250.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001949', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP001836, Gender.1 is Female, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3427, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001836
- - Gender.1 : Female
+","{'ApplicantIncome': 4416, 'CoapplicantIncome': 1250.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 4416 dollars and his co-applicant earns 1250.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+421,Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender is Female, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3427, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 2
- Education : Graduate
@@ -24008,13 +20217,11 @@ Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender
- LoanAmount : 138.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001836. The Gender.1 is Female. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3427. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3427. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24031,8 +20238,6 @@ Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender
| 0 |
Female |
- LP001836 |
- Female |
No |
2 |
Graduate |
@@ -24045,17 +20250,12 @@ Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001836 & Female & No & 2 & Graduate & No & 3427 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 2 & Graduate & No & 3427 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3427, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001836', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002484, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 7740, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002484
- - Gender.1 : Male
+","{'ApplicantIncome': 3427, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 138.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3427 dollars. She has 2 people that she is liable to provide maintenance for. She lives in urban area.
+422,Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 7740, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Graduate
@@ -24065,13 +20265,11 @@ Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender i
- LoanAmount : 128.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002484. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7740. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7740. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24088,8 +20286,6 @@ Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender i
| 0 |
Male |
- LP002484 |
- Male |
Yes |
3+ |
Graduate |
@@ -24102,17 +20298,12 @@ Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender i
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002484 & Male & Yes & 3+ & Graduate & No & 7740 & 0.000000 & 128.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Graduate & No & 7740 & 0.000000 & 128.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 7740, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002484', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002455, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002455
- - Gender.1 : Male
+","{'ApplicantIncome': 7740, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 7740 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+423,Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -24122,13 +20313,11 @@ Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 96.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002455. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3859. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3859. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24145,8 +20334,6 @@ Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP002455 |
- Male |
Yes |
2 |
Graduate |
@@ -24159,17 +20346,12 @@ Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002455 & Male & Yes & 2 & Graduate & No & 3859 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 3859 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3859, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002455', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002983, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8072, CoapplicantIncome is 240.0, LoanAmount is 253.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002983
- - Gender.1 : Male
+","{'ApplicantIncome': 3859, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3859 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+424,Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8072, CoapplicantIncome is 240.0, LoanAmount is 253.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -24179,13 +20361,11 @@ Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 253.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002983. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8072. The CoapplicantIncome is 240.0. The LoanAmount is 253.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8072. The CoapplicantIncome is 240.0. The LoanAmount is 253.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24202,8 +20382,6 @@ Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002983 |
- Male |
Yes |
1 |
Graduate |
@@ -24216,17 +20394,12 @@ Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002983 & Male & Yes & 1 & Graduate & No & 8072 & 240.000000 & 253.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 8072 & 240.000000 & 253.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 8072, 'CoapplicantIncome': 240.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 253.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002983', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001884, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2876, CoapplicantIncome is 1560.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001884
- - Gender.1 : Female
+","{'ApplicantIncome': 8072, 'CoapplicantIncome': 240.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 253.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 253.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8072 dollars and his co-applicant earns 240.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+425,Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2876, CoapplicantIncome is 1560.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 1
- Education : Graduate
@@ -24236,13 +20409,11 @@ Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gend
- LoanAmount : 90.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001884. The Gender.1 is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2876. The CoapplicantIncome is 1560.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2876. The CoapplicantIncome is 1560.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24259,8 +20430,6 @@ Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gend
| 0 |
Female |
- LP001884 |
- Female |
No |
1 |
Graduate |
@@ -24273,17 +20442,12 @@ Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gend
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001884 & Female & No & 1 & Graduate & No & 2876 & 1560.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 1 & Graduate & No & 2876 & 1560.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2876, 'CoapplicantIncome': 1560.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001884', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001677, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4923, CoapplicantIncome is 0.0, LoanAmount is 166.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001677
- - Gender.1 : Male
+","{'ApplicantIncome': 2876, 'CoapplicantIncome': 1560.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 90.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2876 dollars and her co-applicant earns 1560.0 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
+426,Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4923, CoapplicantIncome is 0.0, LoanAmount is 166.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 2
- Education : Graduate
@@ -24293,13 +20457,11 @@ Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender
- LoanAmount : 166.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001677. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4923. The CoapplicantIncome is 0.0. The LoanAmount is 166.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4923. The CoapplicantIncome is 0.0. The LoanAmount is 166.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24316,8 +20478,6 @@ Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP001677 |
- Male |
No |
2 |
Graduate |
@@ -24330,17 +20490,12 @@ Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001677 & Male & No & 2 & Graduate & No & 4923 & 0.000000 & 166.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 2 & Graduate & No & 4923 & 0.000000 & 166.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4923, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 166.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001677', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001562, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7933, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001562
- - Gender.1 : Male
+","{'ApplicantIncome': 4923, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 166.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 166.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4923 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+427,Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7933, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -24350,13 +20505,11 @@ Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is
- LoanAmount : 275.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001562. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7933. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7933. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24373,8 +20526,6 @@ Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is
| 0 |
Male |
- LP001562 |
- Male |
Yes |
0 |
Graduate |
@@ -24387,17 +20538,12 @@ Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001562 & Male & Yes & 0 & Graduate & No & 7933 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 7933 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 7933, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001562', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002296, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2755, CoapplicantIncome is 0.0, LoanAmount is 65.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002296
- - Gender.1 : Male
+","{'ApplicantIncome': 7933, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 275.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 7933 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+428,Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2755, CoapplicantIncome is 0.0, LoanAmount is 65.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -24407,13 +20553,11 @@ Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender
- LoanAmount : 65.0
- Loan_Amount_Term : 300.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002296. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2755. The CoapplicantIncome is 0.0. The LoanAmount is 65.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2755. The CoapplicantIncome is 0.0. The LoanAmount is 65.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24430,8 +20574,6 @@ Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP002296 |
- Male |
No |
0 |
Not Graduate |
@@ -24444,17 +20586,12 @@ Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002296 & Male & No & 0 & Not Graduate & No & 2755 & 0.000000 & 65.000000 & 300.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 2755 & 0.000000 & 65.000000 & 300.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2755, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 65.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002296', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002529, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6700, CoapplicantIncome is 1750.0, LoanAmount is 230.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002529
- - Gender.1 : Male
+","{'ApplicantIncome': 2755, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 65.0, 'Loan_Amount_Term': 300.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 65.0 dollars for 25.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2755 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+429,Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6700, CoapplicantIncome is 1750.0, LoanAmount is 230.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -24464,13 +20601,11 @@ Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 230.0
- Loan_Amount_Term : 300.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002529. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6700. The CoapplicantIncome is 1750.0. The LoanAmount is 230.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6700. The CoapplicantIncome is 1750.0. The LoanAmount is 230.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24487,8 +20622,6 @@ Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002529 |
- Male |
Yes |
2 |
Graduate |
@@ -24501,17 +20634,12 @@ Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002529 & Male & Yes & 2 & Graduate & No & 6700 & 1750.000000 & 230.000000 & 300.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 6700 & 1750.000000 & 230.000000 & 300.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6700, 'CoapplicantIncome': 1750.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 230.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002529', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001367, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3052, CoapplicantIncome is 1030.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001367
- - Gender.1 : Male
+","{'ApplicantIncome': 6700, 'CoapplicantIncome': 1750.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 230.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 230.0 dollars for 25.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6700 dollars and his co-applicant earns 1750.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+430,Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3052, CoapplicantIncome is 1030.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -24521,13 +20649,11 @@ Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001367. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3052. The CoapplicantIncome is 1030.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3052. The CoapplicantIncome is 1030.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24544,8 +20670,6 @@ Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001367 |
- Male |
Yes |
1 |
Graduate |
@@ -24558,17 +20682,12 @@ Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001367 & Male & Yes & 1 & Graduate & No & 3052 & 1030.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 3052 & 1030.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3052, 'CoapplicantIncome': 1030.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001367', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002250, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5488, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002250
- - Gender.1 : Male
+","{'ApplicantIncome': 3052, 'CoapplicantIncome': 1030.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3052 dollars and his co-applicant earns 1030.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+431,Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5488, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -24578,13 +20697,11 @@ Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 125.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002250. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5488. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5488. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24601,8 +20718,6 @@ Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP002250 |
- Male |
Yes |
0 |
Graduate |
@@ -24615,17 +20730,12 @@ Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002250 & Male & Yes & 0 & Graduate & No & 5488 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 5488 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5488, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002250', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001003, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 1508.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001003
- - Gender.1 : Male
+","{'ApplicantIncome': 5488, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 125.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5488 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+432,Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 1508.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -24635,13 +20745,11 @@ Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 128.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001003. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 1508.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 1508.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24658,8 +20766,6 @@ Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP001003 |
- Male |
Yes |
1 |
Graduate |
@@ -24672,17 +20778,12 @@ Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001003 & Male & Yes & 1 & Graduate & No & 4583 & 1508.000000 & 128.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 4583 & 1508.000000 & 128.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 1508.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001003', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002847, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5116, CoapplicantIncome is 1451.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002847
- - Gender.1 : Male
+","{'ApplicantIncome': 4583, 'CoapplicantIncome': 1508.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4583 dollars and his co-applicant earns 1508.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+433,Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5116, CoapplicantIncome is 1451.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : None
- Education : Graduate
@@ -24692,13 +20793,11 @@ Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender
- LoanAmount : 165.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002847. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5116. The CoapplicantIncome is 1451.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5116. The CoapplicantIncome is 1451.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24715,8 +20814,6 @@ Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender
| 0 |
Male |
- LP002847 |
- Male |
Yes |
None |
Graduate |
@@ -24729,17 +20826,12 @@ Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002847 & Male & Yes & NaN & Graduate & No & 5116 & 1451.000000 & 165.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & None & Graduate & No & 5116 & 1451.000000 & 165.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5116, 'CoapplicantIncome': 1451.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002847', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001265, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3846, CoapplicantIncome is 0.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001265
- - Gender.1 : Female
+","{'ApplicantIncome': 5116, 'CoapplicantIncome': 1451.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 165.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 5116 dollars and his co-applicant earns 1451.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+434,Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3846, CoapplicantIncome is 0.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -24749,13 +20841,11 @@ Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 111.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001265. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3846. The CoapplicantIncome is 0.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3846. The CoapplicantIncome is 0.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24772,8 +20862,6 @@ Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Female |
- LP001265 |
- Female |
No |
0 |
Graduate |
@@ -24786,17 +20874,12 @@ Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001265 & Female & No & 0 & Graduate & No & 3846 & 0.000000 & 111.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3846 & 0.000000 & 111.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3846, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 111.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001265', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001692, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4408, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001692
- - Gender.1 : Female
+","{'ApplicantIncome': 3846, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 111.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 111.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3846 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+435,Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4408, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -24806,13 +20889,11 @@ Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y
- LoanAmount : 120.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001692. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4408. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4408. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24829,8 +20910,6 @@ Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y
| 0 |
Female |
- LP001692 |
- Female |
No |
0 |
Not Graduate |
@@ -24843,17 +20922,12 @@ Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001692 & Female & No & 0 & Not Graduate & No & 4408 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Not Graduate & No & 4408 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4408, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001692', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001100, Gender.1 is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 12500, CoapplicantIncome is 3000.0, LoanAmount is 320.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001100
- - Gender.1 : Male
+","{'ApplicantIncome': 4408, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 120.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 4408 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+436,Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 12500, CoapplicantIncome is 3000.0, LoanAmount is 320.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 3+
- Education : Graduate
@@ -24863,13 +20937,11 @@ Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gende
- LoanAmount : 320.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001100. The Gender.1 is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12500. The CoapplicantIncome is 3000.0. The LoanAmount is 320.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12500. The CoapplicantIncome is 3000.0. The LoanAmount is 320.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24886,8 +20958,6 @@ Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gende
| 0 |
Male |
- LP001100 |
- Male |
No |
3+ |
Graduate |
@@ -24900,17 +20970,12 @@ Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001100 & Male & No & 3+ & Graduate & No & 12500 & 3000.000000 & 320.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 3+ & Graduate & No & 12500 & 3000.000000 & 320.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 12500, 'CoapplicantIncome': 3000.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 320.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001100', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002626, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2479, CoapplicantIncome is 3013.0, LoanAmount is 188.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002626
- - Gender.1 : Male
+","{'ApplicantIncome': 12500, 'CoapplicantIncome': 3000.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 320.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 320.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 12500 dollars and his co-applicant earns 3000.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+437,Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2479, CoapplicantIncome is 3013.0, LoanAmount is 188.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -24920,13 +20985,11 @@ Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gende
- LoanAmount : 188.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002626. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2479. The CoapplicantIncome is 3013.0. The LoanAmount is 188.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2479. The CoapplicantIncome is 3013.0. The LoanAmount is 188.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -24943,8 +21006,6 @@ Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gende
| 0 |
Male |
- LP002626 |
- Male |
Yes |
0 |
Graduate |
@@ -24957,17 +21018,12 @@ Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002626 & Male & Yes & 0 & Graduate & Yes & 2479 & 3013.000000 & 188.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & Yes & 2479 & 3013.000000 & 188.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2479, 'CoapplicantIncome': 3013.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002626', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002368, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5935, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002368
- - Gender.1 : Male
+","{'ApplicantIncome': 2479, 'CoapplicantIncome': 3013.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 188.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 2479 dollars and his co-applicant earns 3013.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+438,Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5935, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -24977,13 +21033,11 @@ Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 133.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002368. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5935. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5935. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25000,8 +21054,6 @@ Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP002368 |
- Male |
Yes |
2 |
Graduate |
@@ -25014,17 +21066,12 @@ Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002368 & Male & Yes & 2 & Graduate & No & 5935 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 5935 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 5935, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002368', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002453, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7085, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002453
- - Gender.1 : Male
+","{'ApplicantIncome': 5935, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 133.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5935 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+439,Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7085, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -25034,13 +21081,11 @@ Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender
- LoanAmount : 84.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002453. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7085. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7085. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25057,8 +21102,6 @@ Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender
| 0 |
Male |
- LP002453 |
- Male |
No |
0 |
Graduate |
@@ -25071,17 +21114,12 @@ Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002453 & Male & No & 0 & Graduate & Yes & 7085 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 7085 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 7085, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002453', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002187, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002187
- - Gender.1 : Male
+","{'ApplicantIncome': 7085, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 84.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 7085 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+440,Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -25091,13 +21129,11 @@ Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender
- LoanAmount : 96.0
- Loan_Amount_Term : 480.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002187. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25114,8 +21150,6 @@ Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender
| 0 |
Male |
- LP002187 |
- Male |
No |
0 |
Graduate |
@@ -25128,17 +21162,12 @@ Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002187 & Male & No & 0 & Graduate & No & 2500 & 0.000000 & 96.000000 & 480.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 2500 & 0.000000 & 96.000000 & 480.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP002187', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001318, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 5654.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001318
- - Gender.1 : Male
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 96.0 dollars for 40.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2500 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+441,Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 5654.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -25148,13 +21177,11 @@ Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 188.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001318. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 5654.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6250. The CoapplicantIncome is 5654.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25171,8 +21198,6 @@ Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001318 |
- Male |
Yes |
2 |
Graduate |
@@ -25185,17 +21210,12 @@ Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001318 & Male & Yes & 2 & Graduate & No & 6250 & 5654.000000 & 188.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 6250 & 5654.000000 & 188.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 6250, 'CoapplicantIncome': 5654.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001318', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002114, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4160, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002114
- - Gender.1 : Female
+","{'ApplicantIncome': 6250, 'CoapplicantIncome': 5654.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 188.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6250 dollars and his co-applicant earns 5654.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+442,Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4160, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -25205,13 +21225,11 @@ Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 71.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002114. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4160. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4160. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25228,8 +21246,6 @@ Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Female |
- LP002114 |
- Female |
No |
0 |
Graduate |
@@ -25242,17 +21258,12 @@ Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002114 & Female & No & 0 & Graduate & No & 4160 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 4160 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4160, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002114', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002832, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8799, CoapplicantIncome is 0.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002832
- - Gender.1 : Male
+","{'ApplicantIncome': 4160, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 71.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4160 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+443,Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8799, CoapplicantIncome is 0.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -25262,13 +21273,11 @@ Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is
- LoanAmount : 258.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002832. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8799. The CoapplicantIncome is 0.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8799. The CoapplicantIncome is 0.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25285,8 +21294,6 @@ Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is
| 0 |
Male |
- LP002832 |
- Male |
Yes |
2 |
Graduate |
@@ -25299,17 +21306,12 @@ Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002832 & Male & Yes & 2 & Graduate & No & 8799 & 0.000000 & 258.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 8799 & 0.000000 & 258.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 8799, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 258.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002832', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002129, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2499, CoapplicantIncome is 2458.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002129
- - Gender.1 : Male
+","{'ApplicantIncome': 8799, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 258.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 258.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 8799 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+444,Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2499, CoapplicantIncome is 2458.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -25319,13 +21321,11 @@ Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002129. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2499. The CoapplicantIncome is 2458.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2499. The CoapplicantIncome is 2458.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25342,8 +21342,6 @@ Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP002129 |
- Male |
Yes |
0 |
Graduate |
@@ -25356,17 +21354,12 @@ Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002129 & Male & Yes & 0 & Graduate & No & 2499 & 2458.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2499 & 2458.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2499, 'CoapplicantIncome': 2458.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002129', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001800, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2510, CoapplicantIncome is 1983.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001800
- - Gender.1 : Male
+","{'ApplicantIncome': 2499, 'CoapplicantIncome': 2458.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2499 dollars and his co-applicant earns 2458.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+445,Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2510, CoapplicantIncome is 1983.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -25376,13 +21369,11 @@ Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Ge
- LoanAmount : 140.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001800. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2510. The CoapplicantIncome is 1983.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2510. The CoapplicantIncome is 1983.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25399,8 +21390,6 @@ Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Ge
| 0 |
Male |
- LP001800 |
- Male |
Yes |
1 |
Not Graduate |
@@ -25413,17 +21402,12 @@ Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001800 & Male & Yes & 1 & Not Graduate & No & 2510 & 1983.000000 & 140.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 2510 & 1983.000000 & 140.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2510, 'CoapplicantIncome': 1983.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001800', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001029, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1853, CoapplicantIncome is 2840.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001029
- - Gender.1 : Male
+","{'ApplicantIncome': 2510, 'CoapplicantIncome': 1983.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 140.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2510 dollars and his co-applicant earns 1983.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+446,Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1853, CoapplicantIncome is 2840.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -25433,13 +21417,11 @@ Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender
- LoanAmount : 114.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001029. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1853. The CoapplicantIncome is 2840.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1853. The CoapplicantIncome is 2840.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25456,8 +21438,6 @@ Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender
| 0 |
Male |
- LP001029 |
- Male |
No |
0 |
Graduate |
@@ -25470,17 +21450,12 @@ Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001029 & Male & No & 0 & Graduate & No & 1853 & 2840.000000 & 114.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 1853 & 2840.000000 & 114.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 1853, 'CoapplicantIncome': 2840.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 114.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001029', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002031, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3399, CoapplicantIncome is 1640.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002031
- - Gender.1 : Male
+","{'ApplicantIncome': 1853, 'CoapplicantIncome': 2840.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 114.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 114.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1853 dollars and his co-applicant earns 2840.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+447,Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3399, CoapplicantIncome is 1640.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -25490,13 +21465,11 @@ Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Ge
- LoanAmount : 111.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002031. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3399. The CoapplicantIncome is 1640.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3399. The CoapplicantIncome is 1640.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25513,8 +21486,6 @@ Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Ge
| 0 |
Male |
- LP002031 |
- Male |
Yes |
1 |
Not Graduate |
@@ -25527,17 +21498,12 @@ Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002031 & Male & Yes & 1 & Not Graduate & No & 3399 & 1640.000000 & 111.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 3399 & 1640.000000 & 111.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3399, 'CoapplicantIncome': 1640.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002031', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002243, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3010, CoapplicantIncome is 3136.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002243
- - Gender.1 : Male
+","{'ApplicantIncome': 3399, 'CoapplicantIncome': 1640.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 111.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3399 dollars and his co-applicant earns 1640.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+448,Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3010, CoapplicantIncome is 3136.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -25547,13 +21513,11 @@ Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002243. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3010. The CoapplicantIncome is 3136.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3010. The CoapplicantIncome is 3136.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25570,8 +21534,6 @@ Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender
| 0 |
Male |
- LP002243 |
- Male |
Yes |
0 |
Not Graduate |
@@ -25584,17 +21546,12 @@ Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002243 & Male & Yes & 0 & Not Graduate & No & 3010 & 3136.000000 & NaN & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 3010 & 3136.000000 & None & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3010, 'CoapplicantIncome': 3136.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002243', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001894, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2620, CoapplicantIncome is 2223.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001894
- - Gender.1 : Male
+","{'ApplicantIncome': 3010, 'CoapplicantIncome': 3136.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3010 dollars and his co-applicant earns 3136.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+449,Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2620, CoapplicantIncome is 2223.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -25604,13 +21561,11 @@ Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 150.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001894. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2620. The CoapplicantIncome is 2223.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2620. The CoapplicantIncome is 2223.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25627,8 +21582,6 @@ Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001894 |
- Male |
Yes |
0 |
Graduate |
@@ -25641,17 +21594,12 @@ Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001894 & Male & Yes & 0 & Graduate & No & 2620 & 2223.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2620 & 2223.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2620, 'CoapplicantIncome': 2223.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001894', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001577, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001577
- - Gender.1 : Female
+","{'ApplicantIncome': 2620, 'CoapplicantIncome': 2223.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2620 dollars and his co-applicant earns 2223.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+450,Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -25661,13 +21609,11 @@ Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gende
- LoanAmount : 112.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001577. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25684,8 +21630,6 @@ Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gende
| 0 |
Female |
- LP001577 |
- Female |
Yes |
0 |
Graduate |
@@ -25698,17 +21642,12 @@ Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001577 & Female & Yes & 0 & Graduate & No & 4583 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & Yes & 0 & Graduate & No & 4583 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001577', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002974, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3232, CoapplicantIncome is 1950.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002974
- - Gender.1 : Male
+","{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 112.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4583 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+451,Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3232, CoapplicantIncome is 1950.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -25718,13 +21657,11 @@ Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 108.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002974. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3232. The CoapplicantIncome is 1950.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3232. The CoapplicantIncome is 1950.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25741,8 +21678,6 @@ Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002974 |
- Male |
Yes |
0 |
Graduate |
@@ -25755,17 +21690,12 @@ Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002974 & Male & Yes & 0 & Graduate & No & 3232 & 1950.000000 & 108.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3232 & 1950.000000 & 108.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3232, 'CoapplicantIncome': 1950.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002974', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002543, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 246.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002543
- - Gender.1 : Male
+","{'ApplicantIncome': 3232, 'CoapplicantIncome': 1950.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 108.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3232 dollars and his co-applicant earns 1950.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+452,Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 246.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -25775,13 +21705,11 @@ Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gende
- LoanAmount : 246.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002543. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 0.0. The LoanAmount is 246.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8333. The CoapplicantIncome is 0.0. The LoanAmount is 246.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25798,8 +21726,6 @@ Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gende
| 0 |
Male |
- LP002543 |
- Male |
Yes |
2 |
Graduate |
@@ -25812,17 +21738,12 @@ Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002543 & Male & Yes & 2 & Graduate & No & 8333 & 0.000000 & 246.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 8333 & 0.000000 & 246.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 8333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 246.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002543', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002948, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5780, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002948
- - Gender.1 : Male
+","{'ApplicantIncome': 8333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 246.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 246.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8333 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+453,Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5780, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -25832,13 +21753,11 @@ Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is
- LoanAmount : 192.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002948. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5780. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5780. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25855,8 +21774,6 @@ Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is
| 0 |
Male |
- LP002948 |
- Male |
Yes |
2 |
Graduate |
@@ -25869,17 +21786,12 @@ Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002948 & Male & Yes & 2 & Graduate & No & 5780 & 0.000000 & 192.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 5780 & 0.000000 & 192.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5780, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 192.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002948', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002619, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3814, CoapplicantIncome is 1483.0, LoanAmount is 124.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002619
- - Gender.1 : Male
+","{'ApplicantIncome': 5780, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 192.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 192.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5780 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+454,Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3814, CoapplicantIncome is 1483.0, LoanAmount is 124.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -25889,13 +21801,11 @@ Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y
- LoanAmount : 124.0
- Loan_Amount_Term : 300.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002619. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3814. The CoapplicantIncome is 1483.0. The LoanAmount is 124.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3814. The CoapplicantIncome is 1483.0. The LoanAmount is 124.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25912,8 +21822,6 @@ Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y
| 0 |
Male |
- LP002619 |
- Male |
Yes |
0 |
Not Graduate |
@@ -25926,17 +21834,12 @@ Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002619 & Male & Yes & 0 & Not Graduate & No & 3814 & 1483.000000 & 124.000000 & 300.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 3814 & 1483.000000 & 124.000000 & 300.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3814, 'CoapplicantIncome': 1483.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002619', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001807, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6250, CoapplicantIncome is 1300.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001807
- - Gender.1 : Male
+","{'ApplicantIncome': 3814, 'CoapplicantIncome': 1483.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 124.0 dollars for 25.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3814 dollars and his co-applicant earns 1483.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+455,Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6250, CoapplicantIncome is 1300.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -25946,13 +21849,11 @@ Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gende
- LoanAmount : 108.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001807. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6250. The CoapplicantIncome is 1300.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 6250. The CoapplicantIncome is 1300.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -25969,8 +21870,6 @@ Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP001807 |
- Male |
Yes |
2 |
Graduate |
@@ -25983,17 +21882,12 @@ Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001807 & Male & Yes & 2 & Graduate & Yes & 6250 & 1300.000000 & 108.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 6250 & 1300.000000 & 108.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 6250, 'CoapplicantIncome': 1300.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001807', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002836, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002836
- - Gender.1 : Male
+","{'ApplicantIncome': 6250, 'CoapplicantIncome': 1300.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 108.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 6250 dollars and his co-applicant earns 1300.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+456,Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -26003,13 +21897,11 @@ Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is M
- LoanAmount : 70.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002836. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3333. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3333. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26026,8 +21918,6 @@ Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is M
| 0 |
Male |
- LP002836 |
- Male |
No |
0 |
Graduate |
@@ -26040,17 +21930,12 @@ Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002836 & Male & No & 0 & Graduate & No & 3333 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 3333 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002836', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002820, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5923, CoapplicantIncome is 2054.0, LoanAmount is 211.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002820
- - Gender.1 : Male
+","{'ApplicantIncome': 3333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 70.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3333 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+457,Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5923, CoapplicantIncome is 2054.0, LoanAmount is 211.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -26060,13 +21945,11 @@ Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 211.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002820. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5923. The CoapplicantIncome is 2054.0. The LoanAmount is 211.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5923. The CoapplicantIncome is 2054.0. The LoanAmount is 211.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26083,8 +21966,6 @@ Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002820 |
- Male |
Yes |
0 |
Graduate |
@@ -26097,17 +21978,12 @@ Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002820 & Male & Yes & 0 & Graduate & No & 5923 & 2054.000000 & 211.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 5923 & 2054.000000 & 211.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5923, 'CoapplicantIncome': 2054.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 211.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002820', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001647, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9328, CoapplicantIncome is 0.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001647
- - Gender.1 : Male
+","{'ApplicantIncome': 5923, 'CoapplicantIncome': 2054.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 211.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 211.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5923 dollars and his co-applicant earns 2054.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+458,Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9328, CoapplicantIncome is 0.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -26117,13 +21993,11 @@ Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is
- LoanAmount : 188.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001647. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9328. The CoapplicantIncome is 0.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9328. The CoapplicantIncome is 0.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26140,8 +22014,6 @@ Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP001647 |
- Male |
Yes |
0 |
Graduate |
@@ -26154,17 +22026,12 @@ Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001647 & Male & Yes & 0 & Graduate & No & 9328 & 0.000000 & 188.000000 & 180.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 9328 & 0.000000 & 188.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 9328, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001647', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002527, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16525, CoapplicantIncome is 1014.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002527
- - Gender.1 : Male
+","{'ApplicantIncome': 9328, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 188.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9328 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+459,Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16525, CoapplicantIncome is 1014.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -26174,13 +22041,11 @@ Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gend
- LoanAmount : 150.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002527. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16525. The CoapplicantIncome is 1014.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16525. The CoapplicantIncome is 1014.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26197,8 +22062,6 @@ Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gend
| 0 |
Male |
- LP002527 |
- Male |
Yes |
2 |
Graduate |
@@ -26211,17 +22074,12 @@ Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gend
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002527 & Male & Yes & 2 & Graduate & Yes & 16525 & 1014.000000 & 150.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 16525 & 1014.000000 & 150.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 16525, 'CoapplicantIncome': 1014.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002527', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002637, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3598, CoapplicantIncome is 1287.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002637
- - Gender.1 : Male
+","{'ApplicantIncome': 16525, 'CoapplicantIncome': 1014.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 16525 dollars and his co-applicant earns 1014.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+460,Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3598, CoapplicantIncome is 1287.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -26231,13 +22089,11 @@ Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gen
- LoanAmount : 100.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002637. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3598. The CoapplicantIncome is 1287.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3598. The CoapplicantIncome is 1287.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26254,8 +22110,6 @@ Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gen
| 0 |
Male |
- LP002637 |
- Male |
No |
0 |
Not Graduate |
@@ -26268,17 +22122,12 @@ Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gen
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002637 & Male & No & 0 & Not Graduate & No & 3598 & 1287.000000 & 100.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & No & 3598 & 1287.000000 & 100.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 3598, 'CoapplicantIncome': 1287.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002637', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001198, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8080, CoapplicantIncome is 2250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001198
- - Gender.1 : Male
+","{'ApplicantIncome': 3598, 'CoapplicantIncome': 1287.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3598 dollars and his co-applicant earns 1287.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+461,Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8080, CoapplicantIncome is 2250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -26288,13 +22137,11 @@ Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 180.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001198. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8080. The CoapplicantIncome is 2250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8080. The CoapplicantIncome is 2250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26311,8 +22158,6 @@ Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001198 |
- Male |
Yes |
1 |
Graduate |
@@ -26325,17 +22170,12 @@ Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001198 & Male & Yes & 1 & Graduate & No & 8080 & 2250.000000 & 180.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 8080 & 2250.000000 & 180.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 8080, 'CoapplicantIncome': 2250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001198', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002524, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5532, CoapplicantIncome is 4648.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002524
- - Gender.1 : Male
+","{'ApplicantIncome': 8080, 'CoapplicantIncome': 2250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8080 dollars and his co-applicant earns 2250.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+462,Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5532, CoapplicantIncome is 4648.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 2
- Education : Graduate
@@ -26345,13 +22185,11 @@ Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender
- LoanAmount : 162.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002524. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5532. The CoapplicantIncome is 4648.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5532. The CoapplicantIncome is 4648.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26368,8 +22206,6 @@ Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender
| 0 |
Male |
- LP002524 |
- Male |
No |
2 |
Graduate |
@@ -26382,17 +22218,12 @@ Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002524 & Male & No & 2 & Graduate & No & 5532 & 4648.000000 & 162.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 2 & Graduate & No & 5532 & 4648.000000 & 162.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5532, 'CoapplicantIncome': 4648.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002524', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002807, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3675, CoapplicantIncome is 242.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002807
- - Gender.1 : Male
+","{'ApplicantIncome': 5532, 'CoapplicantIncome': 4648.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 162.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5532 dollars and his co-applicant earns 4648.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+463,Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3675, CoapplicantIncome is 242.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -26402,13 +22233,11 @@ Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 108.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002807. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3675. The CoapplicantIncome is 242.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3675. The CoapplicantIncome is 242.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26425,8 +22254,6 @@ Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y,
| 0 |
Male |
- LP002807 |
- Male |
Yes |
2 |
Not Graduate |
@@ -26439,17 +22266,12 @@ Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002807 & Male & Yes & 2 & Not Graduate & No & 3675 & 242.000000 & 108.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 3675 & 242.000000 & 108.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3675, 'CoapplicantIncome': 242.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002807', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001841, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2583, CoapplicantIncome is 2167.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001841
- - Gender.1 : Male
+","{'ApplicantIncome': 3675, 'CoapplicantIncome': 242.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 108.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3675 dollars and his co-applicant earns 242.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+464,Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2583, CoapplicantIncome is 2167.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Not Graduate
@@ -26459,13 +22281,11 @@ Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Ge
- LoanAmount : 104.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001841. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 2583. The CoapplicantIncome is 2167.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 2583. The CoapplicantIncome is 2167.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26482,8 +22302,6 @@ Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Ge
| 0 |
Male |
- LP001841 |
- Male |
No |
0 |
Not Graduate |
@@ -26496,17 +22314,12 @@ Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001841 & Male & No & 0 & Not Graduate & Yes & 2583 & 2167.000000 & 104.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Not Graduate & Yes & 2583 & 2167.000000 & 104.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2583, 'CoapplicantIncome': 2167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001841', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001046, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5955, CoapplicantIncome is 5625.0, LoanAmount is 315.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001046
- - Gender.1 : Male
+","{'ApplicantIncome': 2583, 'CoapplicantIncome': 2167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 104.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 2583 dollars and his co-applicant earns 2167.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+465,Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5955, CoapplicantIncome is 5625.0, LoanAmount is 315.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Graduate
@@ -26516,13 +22329,11 @@ Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 315.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001046. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5955. The CoapplicantIncome is 5625.0. The LoanAmount is 315.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5955. The CoapplicantIncome is 5625.0. The LoanAmount is 315.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26539,8 +22350,6 @@ Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001046 |
- Male |
Yes |
1 |
Graduate |
@@ -26553,17 +22362,12 @@ Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001046 & Male & Yes & 1 & Graduate & No & 5955 & 5625.000000 & 315.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 5955 & 5625.000000 & 315.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5955, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 315.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001046', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Male, Loan_ID is LP002008, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 84.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002008
- - Gender.1 : Male
+","{'ApplicantIncome': 5955, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 315.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 315.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5955 dollars and his co-applicant earns 5625.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+466,Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 84.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -26573,13 +22377,11 @@ Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Ma
- LoanAmount : 144.0
- Loan_Amount_Term : 84.0
- Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002008. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 84.0. The Credit_History is None. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 84.0. The Credit_History is None. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26596,8 +22398,6 @@ Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Ma
| 0 |
Male |
- LP002008 |
- Male |
Yes |
2 |
Graduate |
@@ -26610,17 +22410,12 @@ Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Ma
Rural |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002008 & Male & Yes & 2 & Graduate & Yes & 5746 & 0.000000 & 144.000000 & 84.000000 & NaN & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 5746 & 0.000000 & 144.000000 & 84.000000 & None & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 5746, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 84.0, 'Loan_ID': 'LP002008', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002473, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8334, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002473
- - Gender.1 : Male
+","{'ApplicantIncome': 5746, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 84.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 144.0 dollars for 7.0 months. He has unknown credit history. He is a graduate and is self employed. He earns 5746 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+467,Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8334, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -26630,13 +22425,11 @@ Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gende
- LoanAmount : 160.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002473. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8334. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8334. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26653,8 +22446,6 @@ Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gende
| 0 |
Male |
- LP002473 |
- Male |
Yes |
0 |
Graduate |
@@ -26667,17 +22458,12 @@ Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002473 & Male & Yes & 0 & Graduate & No & 8334 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 8334 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 8334, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002473', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001560, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1863, CoapplicantIncome is 1041.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001560
- - Gender.1 : Male
+","{'ApplicantIncome': 8334, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8334 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+468,Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1863, CoapplicantIncome is 1041.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -26687,13 +22473,11 @@ Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y,
- LoanAmount : 98.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001560. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1863. The CoapplicantIncome is 1041.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1863. The CoapplicantIncome is 1041.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26710,8 +22494,6 @@ Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y,
| 0 |
Male |
- LP001560 |
- Male |
Yes |
0 |
Not Graduate |
@@ -26724,17 +22506,12 @@ Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y,
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001560 & Male & Yes & 0 & Not Graduate & No & 1863 & 1041.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 1863 & 1041.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1863, 'CoapplicantIncome': 1041.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001560', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001903, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3993, CoapplicantIncome is 3274.0, LoanAmount is 207.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001903
- - Gender.1 : Male
+","{'ApplicantIncome': 1863, 'CoapplicantIncome': 1041.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 98.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 1863 dollars and his co-applicant earns 1041.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+469,Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3993, CoapplicantIncome is 3274.0, LoanAmount is 207.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -26744,13 +22521,11 @@ Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 207.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001903. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3993. The CoapplicantIncome is 3274.0. The LoanAmount is 207.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3993. The CoapplicantIncome is 3274.0. The LoanAmount is 207.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26767,8 +22542,6 @@ Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001903 |
- Male |
Yes |
0 |
Graduate |
@@ -26781,17 +22554,12 @@ Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001903 & Male & Yes & 0 & Graduate & No & 3993 & 3274.000000 & 207.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3993 & 3274.000000 & 207.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3993, 'CoapplicantIncome': 3274.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 207.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001903', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001656, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 164.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001656
- - Gender.1 : Male
+","{'ApplicantIncome': 3993, 'CoapplicantIncome': 3274.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 207.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 207.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3993 dollars and his co-applicant earns 3274.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+470,Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 164.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -26801,13 +22569,11 @@ Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gende
- LoanAmount : 164.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001656. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 164.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 164.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26824,8 +22590,6 @@ Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gende
| 0 |
Male |
- LP001656 |
- Male |
No |
0 |
Graduate |
@@ -26838,17 +22602,12 @@ Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gende
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001656 & Male & No & 0 & Graduate & No & 12000 & 0.000000 & 164.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 12000 & 0.000000 & 164.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 12000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 164.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001656', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002237, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3667, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002237
- - Gender.1 : Male
+","{'ApplicantIncome': 12000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 164.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 164.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 12000 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+471,Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3667, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 1
- Education : Graduate
@@ -26858,13 +22617,11 @@ Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Ma
- LoanAmount : 113.0
- Loan_Amount_Term : 180.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002237. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3667. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3667. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26881,8 +22638,6 @@ Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Ma
| 0 |
Male |
- LP002237 |
- Male |
No |
1 |
Graduate |
@@ -26895,17 +22650,12 @@ Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Ma
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002237 & Male & No & 1 & Graduate & NaN & 3667 & 0.000000 & 113.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Graduate & None & 3667 & 0.000000 & 113.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3667, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002237', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002332, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2253, CoapplicantIncome is 2033.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002332
- - Gender.1 : Male
+","{'ApplicantIncome': 3667, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 113.0 dollars for 15.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3667 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+472,Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2253, CoapplicantIncome is 2033.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -26915,13 +22665,11 @@ Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Ge
- LoanAmount : 110.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002332. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2253. The CoapplicantIncome is 2033.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2253. The CoapplicantIncome is 2033.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26938,8 +22686,6 @@ Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Ge
| 0 |
Male |
- LP002332 |
- Male |
Yes |
0 |
Not Graduate |
@@ -26952,17 +22698,12 @@ Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Ge
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002332 & Male & Yes & 0 & Not Graduate & No & 2253 & 2033.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 2253 & 2033.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 2253, 'CoapplicantIncome': 2033.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002332', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP002562, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5333, CoapplicantIncome is 1131.0, LoanAmount is 186.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002562
- - Gender.1 : Male
+","{'ApplicantIncome': 2253, 'CoapplicantIncome': 2033.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2253 dollars and his co-applicant earns 2033.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+473,Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5333, CoapplicantIncome is 1131.0, LoanAmount is 186.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 1
- Education : Not Graduate
@@ -26972,13 +22713,11 @@ Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gende
- LoanAmount : 186.0
- Loan_Amount_Term : 360.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002562. The Gender.1 is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5333. The CoapplicantIncome is 1131.0. The LoanAmount is 186.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5333. The CoapplicantIncome is 1131.0. The LoanAmount is 186.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -26995,8 +22734,6 @@ Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gende
| 0 |
Male |
- LP002562 |
- Male |
Yes |
1 |
Not Graduate |
@@ -27009,17 +22746,12 @@ Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002562 & Male & Yes & 1 & Not Graduate & No & 5333 & 1131.000000 & 186.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Not Graduate & No & 5333 & 1131.000000 & 186.000000 & 360.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 5333, 'CoapplicantIncome': 1131.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 186.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002562', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002126, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002126
- - Gender.1 : Male
+","{'ApplicantIncome': 5333, 'CoapplicantIncome': 1131.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 186.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 186.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 5333 dollars and his co-applicant earns 1131.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+474,Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -27029,13 +22761,11 @@ Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"G
- LoanAmount : 74.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002126. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27052,8 +22782,6 @@ Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"G
| 0 |
Male |
- LP002126 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -27066,17 +22794,12 @@ Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"G
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002126 & Male & Yes & 3+ & Not Graduate & No & 3173 & 0.000000 & 74.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & No & 3173 & 0.000000 & 74.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 3173, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002126', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001996, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20233, CoapplicantIncome is 0.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001996
- - Gender.1 : Male
+","{'ApplicantIncome': 3173, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 74.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3173 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+475,Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20233, CoapplicantIncome is 0.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -27086,13 +22809,11 @@ Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is
- LoanAmount : 480.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001996. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 20233. The CoapplicantIncome is 0.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 20233. The CoapplicantIncome is 0.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27109,8 +22830,6 @@ Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is
| 0 |
Male |
- LP001996 |
- Male |
No |
0 |
Graduate |
@@ -27123,17 +22842,12 @@ Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001996 & Male & No & 0 & Graduate & No & 20233 & 0.000000 & 480.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 20233 & 0.000000 & 480.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 20233, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001996', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is Male, Loan_ID is LP001469, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 20166, CoapplicantIncome is 0.0, LoanAmount is 650.0, Loan_Amount_Term is 480.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001469
- - Gender.1 : Male
+","{'ApplicantIncome': 20233, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 480.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 20233 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+476,Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 20166, CoapplicantIncome is 0.0, LoanAmount is 650.0, Loan_Amount_Term is 480.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 0
- Education : Graduate
@@ -27143,13 +22857,11 @@ Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is M
- LoanAmount : 650.0
- Loan_Amount_Term : 480.0
- Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001469. The Gender.1 is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 20166. The CoapplicantIncome is 0.0. The LoanAmount is 650.0. The Loan_Amount_Term is 480.0. The Credit_History is None. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 20166. The CoapplicantIncome is 0.0. The LoanAmount is 650.0. The Loan_Amount_Term is 480.0. The Credit_History is None. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27166,8 +22878,6 @@ Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is M
| 0 |
Male |
- LP001469 |
- Male |
No |
0 |
Graduate |
@@ -27180,17 +22890,12 @@ Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is M
Urban |
-
","\begin{tabular}{llllllllrrrrll}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001469 & Male & No & 0 & Graduate & Yes & 20166 & 0.000000 & 650.000000 & 480.000000 & NaN & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & Yes & 20166 & 0.000000 & 650.000000 & 480.000000 & None & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 20166, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 650.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001469', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001343, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1759, CoapplicantIncome is 3541.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001343
- - Gender.1 : Male
+","{'ApplicantIncome': 20166, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 650.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 650.0 dollars for 40.0 months. He has unknown credit history. He is a graduate and is self employed. He earns 20166 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+477,Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1759, CoapplicantIncome is 3541.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -27200,13 +22905,11 @@ Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 131.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001343. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1759. The CoapplicantIncome is 3541.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1759. The CoapplicantIncome is 3541.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27223,8 +22926,6 @@ Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001343 |
- Male |
Yes |
0 |
Graduate |
@@ -27237,17 +22938,12 @@ Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001343 & Male & Yes & 0 & Graduate & No & 1759 & 3541.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 1759 & 3541.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1759, 'CoapplicantIncome': 3541.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001343', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002201, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9323, CoapplicantIncome is 7873.0, LoanAmount is 380.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002201
- - Gender.1 : Male
+","{'ApplicantIncome': 1759, 'CoapplicantIncome': 3541.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 131.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1759 dollars and his co-applicant earns 3541.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+478,Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9323, CoapplicantIncome is 7873.0, LoanAmount is 380.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -27257,13 +22953,11 @@ Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gende
- LoanAmount : 380.0
- Loan_Amount_Term : 300.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002201. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9323. The CoapplicantIncome is 7873.0. The LoanAmount is 380.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9323. The CoapplicantIncome is 7873.0. The LoanAmount is 380.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27280,8 +22974,6 @@ Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gende
| 0 |
Male |
- LP002201 |
- Male |
Yes |
2 |
Graduate |
@@ -27294,17 +22986,12 @@ Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gende
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002201 & Male & Yes & 2 & Graduate & Yes & 9323 & 7873.000000 & 380.000000 & 300.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 9323 & 7873.000000 & 380.000000 & 300.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 9323, 'CoapplicantIncome': 7873.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 380.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002201', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001282, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 2118.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001282
- - Gender.1 : Male
+","{'ApplicantIncome': 9323, 'CoapplicantIncome': 7873.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 380.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 380.0 dollars for 25.0 months. He has a credit history. He is a graduate and is self employed. He earns 9323 dollars and his co-applicant earns 7873.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+479,Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 2118.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -27314,13 +23001,11 @@ Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Ge
- LoanAmount : 104.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001282. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 2118.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2500. The CoapplicantIncome is 2118.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27337,8 +23022,6 @@ Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Ge
| 0 |
Male |
- LP001282 |
- Male |
Yes |
0 |
Graduate |
@@ -27351,17 +23034,12 @@ Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Ge
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001282 & Male & Yes & 0 & Graduate & No & 2500 & 2118.000000 & 104.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 2500 & 2118.000000 & 104.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 2118.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001282', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002472, Gender.1 is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4354, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002472
- - Gender.1 : Male
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 2118.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 104.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2500 dollars and his co-applicant earns 2118.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+480,Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4354, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- Married : No
- Dependents : 2
- Education : Graduate
@@ -27371,13 +23049,11 @@ Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is
- LoanAmount : 136.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002472. The Gender.1 is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4354. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4354. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27394,8 +23070,6 @@ Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is
| 0 |
Male |
- LP002472 |
- Male |
No |
2 |
Graduate |
@@ -27408,17 +23082,12 @@ Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is
Rural |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002472 & Male & No & 2 & Graduate & No & 4354 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 2 & Graduate & No & 4354 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
-","[{'ApplicantIncome': 4354, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002472', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002097, Gender.1 is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4384, CoapplicantIncome is 1793.0, LoanAmount is 117.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002097
- - Gender.1 : Male
+","{'ApplicantIncome': 4354, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 136.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4354 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+481,Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4384, CoapplicantIncome is 1793.0, LoanAmount is 117.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : No
- Dependents : 1
- Education : Graduate
@@ -27428,13 +23097,11 @@ Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 117.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002097. The Gender.1 is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4384. The CoapplicantIncome is 1793.0. The LoanAmount is 117.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4384. The CoapplicantIncome is 1793.0. The LoanAmount is 117.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27451,8 +23118,6 @@ Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP002097 |
- Male |
No |
1 |
Graduate |
@@ -27465,17 +23130,12 @@ Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002097 & Male & No & 1 & Graduate & No & 4384 & 1793.000000 & 117.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 1 & Graduate & No & 4384 & 1793.000000 & 117.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 4384, 'CoapplicantIncome': 1793.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 117.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002097', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001716, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 3021.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001716
- - Gender.1 : Male
+","{'ApplicantIncome': 4384, 'CoapplicantIncome': 1793.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 117.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 117.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4384 dollars and his co-applicant earns 1793.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+482,Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 3021.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Graduate
@@ -27485,13 +23145,11 @@ Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 137.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001716. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 3021.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 3021.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27508,8 +23166,6 @@ Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Male |
- LP001716 |
- Male |
Yes |
0 |
Graduate |
@@ -27522,17 +23178,12 @@ Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001716 & Male & Yes & 0 & Graduate & No & 3173 & 3021.000000 & 137.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Graduate & No & 3173 & 3021.000000 & 137.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3173, 'CoapplicantIncome': 3021.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001716', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002500, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1664.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002500
- - Gender.1 : Male
+","{'ApplicantIncome': 3173, 'CoapplicantIncome': 3021.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 137.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3173 dollars and his co-applicant earns 3021.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+483,Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1664.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 3+
- Education : Not Graduate
@@ -27542,13 +23193,11 @@ Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Ge
- LoanAmount : 70.0
- Loan_Amount_Term : 180.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002500. The Gender.1 is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1664.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1664.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27565,8 +23214,6 @@ Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Ge
| 0 |
Male |
- LP002500 |
- Male |
Yes |
3+ |
Not Graduate |
@@ -27579,17 +23226,12 @@ Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Ge
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002500 & Male & Yes & 3+ & Not Graduate & No & 2947 & 1664.000000 & 70.000000 & 180.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & No & 2947 & 1664.000000 & 70.000000 & 180.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 2947, 'CoapplicantIncome': 1664.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002500', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001430, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001430
- - Gender.1 : Female
+","{'ApplicantIncome': 2947, 'CoapplicantIncome': 1664.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 70.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2947 dollars and his co-applicant earns 1664.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+484,Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -27599,13 +23241,11 @@ Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gen
- LoanAmount : 44.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001430. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4166. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27622,8 +23262,6 @@ Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gen
| 0 |
Female |
- LP001430 |
- Female |
No |
0 |
Graduate |
@@ -27636,17 +23274,12 @@ Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gen
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001430 & Female & No & 0 & Graduate & No & 4166 & 0.000000 & 44.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 4166 & 0.000000 & 44.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 44.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001430', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001043, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7660, CoapplicantIncome is 0.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001043
- - Gender.1 : Male
+","{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 44.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 44.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4166 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+485,Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7660, CoapplicantIncome is 0.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 0
- Education : Not Graduate
@@ -27656,13 +23289,11 @@ Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gende
- LoanAmount : 104.0
- Loan_Amount_Term : 360.0
- Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001043. The Gender.1 is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7660. The CoapplicantIncome is 0.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7660. The CoapplicantIncome is 0.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27679,8 +23310,6 @@ Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gende
| 0 |
Male |
- LP001043 |
- Male |
Yes |
0 |
Not Graduate |
@@ -27693,17 +23322,12 @@ Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001043 & Male & Yes & 0 & Not Graduate & No & 7660 & 0.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 0 & Not Graduate & No & 7660 & 0.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 7660, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001043', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001245, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 1875, CoapplicantIncome is 1875.0, LoanAmount is 97.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001245
- - Gender.1 : Male
+","{'ApplicantIncome': 7660, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 104.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 7660 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+486,Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 1875, CoapplicantIncome is 1875.0, LoanAmount is 97.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Not Graduate
@@ -27713,13 +23337,11 @@ Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y
- LoanAmount : 97.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001245. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 1875. The CoapplicantIncome is 1875.0. The LoanAmount is 97.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 1875. The CoapplicantIncome is 1875.0. The LoanAmount is 97.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27736,8 +23358,6 @@ Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y
| 0 |
Male |
- LP001245 |
- Male |
Yes |
2 |
Not Graduate |
@@ -27750,17 +23370,12 @@ Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y
Semiurban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001245 & Male & Yes & 2 & Not Graduate & Yes & 1875 & 1875.000000 & 97.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & Yes & 1875 & 1875.000000 & 97.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 1875, 'CoapplicantIncome': 1875.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 97.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001245', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001369, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11417, CoapplicantIncome is 1126.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001369
- - Gender.1 : Male
+","{'ApplicantIncome': 1875, 'CoapplicantIncome': 1875.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 97.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 97.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 1875 dollars and his co-applicant earns 1875.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+487,Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11417, CoapplicantIncome is 1126.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : 2
- Education : Graduate
@@ -27770,13 +23385,11 @@ Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gende
- LoanAmount : 225.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001369. The Gender.1 is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11417. The CoapplicantIncome is 1126.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11417. The CoapplicantIncome is 1126.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27793,8 +23406,6 @@ Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gende
| 0 |
Male |
- LP001369 |
- Male |
Yes |
2 |
Graduate |
@@ -27807,17 +23418,12 @@ Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gende
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001369 & Male & Yes & 2 & Graduate & No & 11417 & 1126.000000 & 225.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & No & 11417 & 1126.000000 & 225.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 11417, 'CoapplicantIncome': 1126.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001369', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP001888, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3237, CoapplicantIncome is 0.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001888
- - Gender.1 : Female
+","{'ApplicantIncome': 11417, 'CoapplicantIncome': 1126.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 225.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 11417 dollars and his co-applicant earns 1126.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+488,Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3237, CoapplicantIncome is 0.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- Married : No
- Dependents : 0
- Education : Graduate
@@ -27827,13 +23433,11 @@ Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender
- LoanAmount : 30.0
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001888. The Gender.1 is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3237. The CoapplicantIncome is 0.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3237. The CoapplicantIncome is 0.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27850,8 +23454,6 @@ Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender
| 0 |
Female |
- LP001888 |
- Female |
No |
0 |
Graduate |
@@ -27864,17 +23466,12 @@ Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender
Urban |
-
","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP001888 & Female & No & 0 & Graduate & No & 3237 & 0.000000 & 30.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 0 & Graduate & No & 3237 & 0.000000 & 30.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 3237, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 30.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001888', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP002393, Gender.1 is Female, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 10047, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002393
- - Gender.1 : Female
+","{'ApplicantIncome': 3237, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 30.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 30.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3237 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+489,Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is Female, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 10047, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- Married : None
- Dependents : None
- Education : Graduate
@@ -27884,13 +23481,11 @@ Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is
- LoanAmount : None
- Loan_Amount_Term : 240.0
- Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002393. The Gender.1 is Female. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10047. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
+ - Property_Area : Semiurban",The Gender is Female. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10047. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27907,8 +23502,6 @@ Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is
| 0 |
Female |
- LP002393 |
- Female |
None |
None |
Graduate |
@@ -27921,17 +23514,12 @@ Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is
Semiurban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Female & LP002393 & Female & NaN & NaN & Graduate & No & 10047 & 0.000000 & NaN & 240.000000 & 1.000000 & Semiurban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & None & None & Graduate & No & 10047 & 0.000000 & None & 240.000000 & 1.000000 & Semiurban \\
\end{tabular}
-","[{'ApplicantIncome': 10047, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 240.0, 'Loan_ID': 'LP002393', 'Married': None, 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001350, Gender.1 is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 13650, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001350
- - Gender.1 : Male
+","{'ApplicantIncome': 10047, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 240.0, 'Married': None, 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A person with unknown marital status female individual is applying for a loan of None dollars for 20.0 months. She has a credit history. She is a graduate and is not self employed. She earns 10047 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+490,Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 13650, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- Married : Yes
- Dependents : None
- Education : Graduate
@@ -27941,13 +23529,11 @@ Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male
- LoanAmount : None
- Loan_Amount_Term : 360.0
- Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001350. The Gender.1 is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 13650. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 13650. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"
|
Gender |
- Loan_ID |
- Gender.1 |
Married |
Dependents |
Education |
@@ -27964,8 +23550,6 @@ Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male
| 0 |
Male |
- LP001350 |
- Male |
Yes |
None |
Graduate |
@@ -27978,11 +23562,8 @@ Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male
Urban |
-
","\begin{tabular}{llllllllrrlrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001350 & Male & Yes & NaN & Graduate & No & 13650 & 0.000000 & NaN & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+
","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & None & Graduate & No & 13650 & 0.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
-","[{'ApplicantIncome': 13650, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001350', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
+","{'ApplicantIncome': 13650, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 13650 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.