diff --git "a/new_data/loan_pred-test.csv" "b/new_data/loan_pred-test.csv"
--- "a/new_data/loan_pred-test.csv"
+++ "b/new_data/loan_pred-test.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,LP002139,Male,Yes,0,Graduate,No,9083,0.0,228.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002139, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9083, CoapplicantIncome is 0.0, LoanAmount is 228.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002139
- - 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,LP002139,Male,Yes,0,Graduate,No,9083,0.0,228.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9083, CoapplicantIncome is 0.0, LoanAmount is 228.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -11,13 +9,11 @@ Male,LP002139,Male,Yes,0,Graduate,No,9083,0.0,228.0,360.0,1.0,Semiurban,Y,"Gende
  - LoanAmount : 228.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002139. 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 9083. The CoapplicantIncome is 0.0. The LoanAmount is 228.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 9083. The CoapplicantIncome is 0.0. The LoanAmount is 228.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -34,8 +30,6 @@ Male,LP002139,Male,Yes,0,Graduate,No,9083,0.0,228.0,360.0,1.0,Semiurban,Y,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002139</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -48,17 +42,12 @@ Male,LP002139,Male,Yes,0,Graduate,No,9083,0.0,228.0,360.0,1.0,Semiurban,Y,"Gende
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002139 & Male & Yes & 0 & Graduate & No & 9083 & 0.000000 & 228.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 9083 & 0.000000 & 228.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 9083, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 228.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002139', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002223,Male,Yes,0,Graduate,No,4310,0.0,130.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP002223, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4310, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002223
- - Gender.1 : Male
+","{'ApplicantIncome': 9083, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 228.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 228.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9083 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+1,Male,LP002223,Male,Yes,0,Graduate,No,4310,0.0,130.0,360.0,,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4310, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -68,13 +57,11 @@ Male,LP002223,Male,Yes,0,Graduate,No,4310,0.0,130.0,360.0,,Semiurban,Y,"Gender i
  - LoanAmount : 130.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002223. 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 4310. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 4310. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -91,8 +78,6 @@ Male,LP002223,Male,Yes,0,Graduate,No,4310,0.0,130.0,360.0,,Semiurban,Y,"Gender i
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002223</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -105,17 +90,12 @@ Male,LP002223,Male,Yes,0,Graduate,No,4310,0.0,130.0,360.0,,Semiurban,Y,"Gender i
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\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 & LP002223 & Male & Yes & 0 & Graduate & No & 4310 & 0.000000 & 130.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+</table>","\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 & 4310 & 0.000000 & 130.000000 & 360.000000 & None & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 4310, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002223', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001570,Male,Yes,2,Graduate,No,4167,1447.0,158.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001570, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4167, CoapplicantIncome is 1447.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001570
- - Gender.1 : Male
+","{'ApplicantIncome': 4310, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 4310 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+2,Male,LP001570,Male,Yes,2,Graduate,No,4167,1447.0,158.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4167, CoapplicantIncome is 1447.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -125,13 +105,11 @@ Male,LP001570,Male,Yes,2,Graduate,No,4167,1447.0,158.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 158.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001570. 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 4167. The CoapplicantIncome is 1447.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 4167. The CoapplicantIncome is 1447.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -148,8 +126,6 @@ Male,LP001570,Male,Yes,2,Graduate,No,4167,1447.0,158.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001570</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -162,17 +138,12 @@ Male,LP001570,Male,Yes,2,Graduate,No,4167,1447.0,158.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001570 & Male & Yes & 2 & Graduate & No & 4167 & 1447.000000 & 158.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 4167 & 1447.000000 & 158.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 4167, 'CoapplicantIncome': 1447.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001570', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002978,Female,No,0,Graduate,No,2900,0.0,71.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002978, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2900, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002978
- - Gender.1 : Female
+","{'ApplicantIncome': 4167, 'CoapplicantIncome': 1447.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', '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 4167 dollars and his co-applicant earns 1447.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+3,Female,LP002978,Female,No,0,Graduate,No,2900,0.0,71.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2900, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -182,13 +153,11 @@ Female,LP002978,Female,No,0,Graduate,No,2900,0.0,71.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 71.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002978. 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 2900. 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 Rural,"<table border=""1"" class=""dataframe"">
+ - 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 2900. 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 Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -205,8 +174,6 @@ Female,LP002978,Female,No,0,Graduate,No,2900,0.0,71.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002978</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -219,17 +186,12 @@ Female,LP002978,Female,No,0,Graduate,No,2900,0.0,71.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002978 & Female & No & 0 & Graduate & No & 2900 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2900 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2900, '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': 'LP002978', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001478,Male,No,0,Graduate,No,2718,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001478, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2718, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001478
- - Gender.1 : Male
+","{'ApplicantIncome': 2900, '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': 'Rural', '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 2900 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+4,Male,LP001478,Male,No,0,Graduate,No,2718,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2718, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -239,13 +201,11 @@ Male,LP001478,Male,No,0,Graduate,No,2718,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender
  - LoanAmount : 70.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001478. 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 2718. 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,"<table border=""1"" class=""dataframe"">
+ - 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 2718. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -262,8 +222,6 @@ Male,LP001478,Male,No,0,Graduate,No,2718,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001478</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -276,17 +234,12 @@ Male,LP001478,Male,No,0,Graduate,No,2718,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001478 & Male & No & 0 & Graduate & No & 2718 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 2718 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2718, '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': 'LP001478', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002877,Male,Yes,1,Graduate,No,1782,2232.0,107.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002877, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1782, CoapplicantIncome is 2232.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002877
- - Gender.1 : Male
+","{'ApplicantIncome': 2718, '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': 'Semiurban', '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 2718 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+5,Male,LP002877,Male,Yes,1,Graduate,No,1782,2232.0,107.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1782, CoapplicantIncome is 2232.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -296,13 +249,11 @@ Male,LP002877,Male,Yes,1,Graduate,No,1782,2232.0,107.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 107.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002877. 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 1782. The CoapplicantIncome is 2232.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 1782. The CoapplicantIncome is 2232.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -319,8 +270,6 @@ Male,LP002877,Male,Yes,1,Graduate,No,1782,2232.0,107.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002877</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -333,17 +282,12 @@ Male,LP002877,Male,Yes,1,Graduate,No,1782,2232.0,107.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002877 & Male & Yes & 1 & Graduate & No & 1782 & 2232.000000 & 107.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 1782 & 2232.000000 & 107.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 1782, 'CoapplicantIncome': 2232.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002877', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002035,Male,Yes,2,Graduate,No,3717,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002035, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3717, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002035
- - Gender.1 : Male
+","{'ApplicantIncome': 1782, 'CoapplicantIncome': 2232.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': '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 a graduate and is not self employed. He earns 1782 dollars and his co-applicant earns 2232.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+6,Male,LP002035,Male,Yes,2,Graduate,No,3717,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3717, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -353,13 +297,11 @@ Male,LP002035,Male,Yes,2,Graduate,No,3717,0.0,120.0,360.0,1.0,Semiurban,Y,"Gende
  - LoanAmount : 120.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002035. 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 3717. 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,"<table border=""1"" class=""dataframe"">
+ - 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 3717. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -376,8 +318,6 @@ Male,LP002035,Male,Yes,2,Graduate,No,3717,0.0,120.0,360.0,1.0,Semiurban,Y,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002035</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -390,17 +330,12 @@ Male,LP002035,Male,Yes,2,Graduate,No,3717,0.0,120.0,360.0,1.0,Semiurban,Y,"Gende
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002035 & Male & Yes & 2 & Graduate & No & 3717 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3717 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3717, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002035', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001005,Male,Yes,0,Graduate,Yes,3000,0.0,66.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001005, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3000, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001005
- - Gender.1 : Male
+","{'ApplicantIncome': 3717, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', '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 3717 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+7,Male,LP001005,Male,Yes,0,Graduate,Yes,3000,0.0,66.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3000, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -410,13 +345,11 @@ Male,LP001005,Male,Yes,0,Graduate,Yes,3000,0.0,66.0,360.0,1.0,Urban,Y,"Gender is
  - LoanAmount : 66.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001005. 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 3000. 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 Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3000. 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 Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -433,8 +366,6 @@ Male,LP001005,Male,Yes,0,Graduate,Yes,3000,0.0,66.0,360.0,1.0,Urban,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001005</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -447,17 +378,12 @@ Male,LP001005,Male,Yes,0,Graduate,Yes,3000,0.0,66.0,360.0,1.0,Urban,Y,"Gender is
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001005 & Male & Yes & 0 & Graduate & Yes & 3000 & 0.000000 & 66.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3000 & 0.000000 & 66.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001005', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP002115,Male,Yes,3+,Not Graduate,No,2647,1587.0,173.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002115, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2647, CoapplicantIncome is 1587.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002115
- - Gender.1 : Male
+","{'ApplicantIncome': 3000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 66.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 3000 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+8,Male,LP002115,Male,Yes,3+,Not Graduate,No,2647,1587.0,173.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2647, CoapplicantIncome is 1587.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Not Graduate
@@ -467,13 +393,11 @@ Male,LP002115,Male,Yes,3+,Not Graduate,No,2647,1587.0,173.0,360.0,1.0,Rural,N,"G
  - LoanAmount : 173.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002115. 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 2647. The CoapplicantIncome is 1587.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 2647. The CoapplicantIncome is 1587.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -490,8 +414,6 @@ Male,LP002115,Male,Yes,3+,Not Graduate,No,2647,1587.0,173.0,360.0,1.0,Rural,N,"G
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002115</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Not Graduate</td>
@@ -504,17 +426,12 @@ Male,LP002115,Male,Yes,3+,Not Graduate,No,2647,1587.0,173.0,360.0,1.0,Rural,N,"G
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002115 & Male & Yes & 3+ & Not Graduate & No & 2647 & 1587.000000 & 173.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2647 & 1587.000000 & 173.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2647, 'CoapplicantIncome': 1587.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 173.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002115', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001259,Male,Yes,1,Graduate,Yes,1000,3022.0,110.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001259, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 1000, CoapplicantIncome is 3022.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001259
- - Gender.1 : Male
+","{'ApplicantIncome': 2647, 'CoapplicantIncome': 1587.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 173.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', '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 not a graduate and is not self employed. He earns 2647 dollars and his co-applicant earns 1587.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+9,Male,LP001259,Male,Yes,1,Graduate,Yes,1000,3022.0,110.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 1000, CoapplicantIncome is 3022.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -524,13 +441,11 @@ Male,LP001259,Male,Yes,1,Graduate,Yes,1000,3022.0,110.0,360.0,1.0,Urban,N,"Gende
  - LoanAmount : 110.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001259. 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 1000. The CoapplicantIncome is 3022.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 1000. The CoapplicantIncome is 3022.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -547,8 +462,6 @@ Male,LP001259,Male,Yes,1,Graduate,Yes,1000,3022.0,110.0,360.0,1.0,Urban,N,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001259</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -561,17 +474,12 @@ Male,LP001259,Male,Yes,1,Graduate,Yes,1000,3022.0,110.0,360.0,1.0,Urban,N,"Gende
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001259 & Male & Yes & 1 & Graduate & Yes & 1000 & 3022.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 1000 & 3022.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 1000, 'CoapplicantIncome': 3022.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001259', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001732,Male,Yes,2,Graduate,,5000,0.0,72.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001732, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 5000, CoapplicantIncome is 0.0, LoanAmount is 72.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001732
- - Gender.1 : Male
+","{'ApplicantIncome': 1000, 'CoapplicantIncome': 3022.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",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 self employed. He earns 1000 dollars and his co-applicant earns 3022.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+10,Male,LP001732,Male,Yes,2,Graduate,,5000,0.0,72.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 5000, CoapplicantIncome is 0.0, LoanAmount is 72.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -581,13 +489,11 @@ Male,LP001732,Male,Yes,2,Graduate,,5000,0.0,72.0,360.0,0.0,Semiurban,N,"Gender i
  - LoanAmount : 72.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001732. 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 5000. The CoapplicantIncome is 0.0. The LoanAmount is 72.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 5000. The CoapplicantIncome is 0.0. The LoanAmount is 72.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -604,8 +510,6 @@ Male,LP001732,Male,Yes,2,Graduate,,5000,0.0,72.0,360.0,0.0,Semiurban,N,"Gender i
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001732</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -618,17 +522,12 @@ Male,LP001732,Male,Yes,2,Graduate,,5000,0.0,72.0,360.0,0.0,Semiurban,N,"Gender i
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001732 & Male & Yes & 2 & Graduate & NaN & 5000 & 0.000000 & 72.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 5000 & 0.000000 & 72.000000 & 360.000000 & 0.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 5000, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 72.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001732', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP002487,Male,Yes,0,Graduate,No,3015,2188.0,153.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002487, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3015, CoapplicantIncome is 2188.0, LoanAmount is 153.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002487
- - Gender.1 : Male
+","{'ApplicantIncome': 5000, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 72.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A married male individual is applying for a loan of 72.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and has unknown self employment status. He earns 5000 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+11,Male,LP002487,Male,Yes,0,Graduate,No,3015,2188.0,153.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3015, CoapplicantIncome is 2188.0, LoanAmount is 153.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -638,13 +537,11 @@ Male,LP002487,Male,Yes,0,Graduate,No,3015,2188.0,153.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 153.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002487. 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 3015. The CoapplicantIncome is 2188.0. The LoanAmount is 153.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 3015. The CoapplicantIncome is 2188.0. The LoanAmount is 153.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -661,8 +558,6 @@ Male,LP002487,Male,Yes,0,Graduate,No,3015,2188.0,153.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002487</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -675,17 +570,12 @@ Male,LP002487,Male,Yes,0,Graduate,No,3015,2188.0,153.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002487 & Male & Yes & 0 & Graduate & No & 3015 & 2188.000000 & 153.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3015 & 2188.000000 & 153.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3015, 'CoapplicantIncome': 2188.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 153.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002487', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001384,Male,Yes,3+,Not Graduate,No,2071,754.0,94.0,480.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001384, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2071, CoapplicantIncome is 754.0, LoanAmount is 94.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001384
- - Gender.1 : Male
+","{'ApplicantIncome': 3015, 'CoapplicantIncome': 2188.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 153.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 153.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3015 dollars and his co-applicant earns 2188.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+12,Male,LP001384,Male,Yes,3+,Not Graduate,No,2071,754.0,94.0,480.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2071, CoapplicantIncome is 754.0, LoanAmount is 94.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Not Graduate
@@ -695,13 +585,11 @@ Male,LP001384,Male,Yes,3+,Not Graduate,No,2071,754.0,94.0,480.0,1.0,Semiurban,Y,
  - LoanAmount : 94.0
  - Loan_Amount_Term : 480.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001384. 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 2071. The CoapplicantIncome is 754.0. The LoanAmount is 94.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 2071. The CoapplicantIncome is 754.0. The LoanAmount is 94.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -718,8 +606,6 @@ Male,LP001384,Male,Yes,3+,Not Graduate,No,2071,754.0,94.0,480.0,1.0,Semiurban,Y,
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001384</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Not Graduate</td>
@@ -732,17 +618,12 @@ Male,LP001384,Male,Yes,3+,Not Graduate,No,2071,754.0,94.0,480.0,1.0,Semiurban,Y,
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001384 & Male & Yes & 3+ & Not Graduate & No & 2071 & 754.000000 & 94.000000 & 480.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 2071 & 754.000000 & 94.000000 & 480.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2071, 'CoapplicantIncome': 754.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 94.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001384', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002054,Male,Yes,2,Not Graduate,No,3601,1590.0,,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002054, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3601, CoapplicantIncome is 1590.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002054
- - Gender.1 : Male
+","{'ApplicantIncome': 2071, 'CoapplicantIncome': 754.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 94.0, 'Loan_Amount_Term': 480.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 94.0 dollars for 40.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2071 dollars and his co-applicant earns 754.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+13,Male,LP002054,Male,Yes,2,Not Graduate,No,3601,1590.0,,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 3601, CoapplicantIncome is 1590.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Not Graduate
@@ -752,13 +633,11 @@ Male,LP002054,Male,Yes,2,Not Graduate,No,3601,1590.0,,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 LP002054. 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 3601. The CoapplicantIncome is 1590.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 3601. The CoapplicantIncome is 1590.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -775,8 +654,6 @@ Male,LP002054,Male,Yes,2,Not Graduate,No,3601,1590.0,,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002054</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Not Graduate</td>
@@ -789,17 +666,12 @@ Male,LP002054,Male,Yes,2,Not Graduate,No,3601,1590.0,,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\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 & LP002054 & Male & Yes & 2 & Not Graduate & No & 3601 & 1590.000000 & NaN & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Not Graduate & No & 3601 & 1590.000000 & None & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3601, 'CoapplicantIncome': 1590.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002054', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001491,Male,Yes,2,Graduate,Yes,3316,3500.0,88.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001491, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3316, CoapplicantIncome is 3500.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001491
- - Gender.1 : Male
+","{'ApplicantIncome': 3601, 'CoapplicantIncome': 1590.0, 'Credit_History': 1.0, 'Dependents': '2', '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 3601 dollars and his co-applicant earns 1590.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+14,Male,LP001491,Male,Yes,2,Graduate,Yes,3316,3500.0,88.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3316, CoapplicantIncome is 3500.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -809,13 +681,11 @@ Male,LP001491,Male,Yes,2,Graduate,Yes,3316,3500.0,88.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 88.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001491. 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 3316. The CoapplicantIncome is 3500.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3316. The CoapplicantIncome is 3500.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -832,8 +702,6 @@ Male,LP001491,Male,Yes,2,Graduate,Yes,3316,3500.0,88.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001491</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -846,17 +714,12 @@ Male,LP001491,Male,Yes,2,Graduate,Yes,3316,3500.0,88.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001491 & Male & Yes & 2 & Graduate & Yes & 3316 & 3500.000000 & 88.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3316 & 3500.000000 & 88.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3316, 'CoapplicantIncome': 3500.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001491', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP002178,Male,Yes,0,Graduate,No,3013,3033.0,95.0,300.0,,Urban,Y,"Gender is Male, Loan_ID is LP002178, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3013, CoapplicantIncome is 3033.0, LoanAmount is 95.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002178
- - Gender.1 : Male
+","{'ApplicantIncome': 3316, 'CoapplicantIncome': 3500.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 88.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 3316 dollars and his co-applicant earns 3500.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+15,Male,LP002178,Male,Yes,0,Graduate,No,3013,3033.0,95.0,300.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3013, CoapplicantIncome is 3033.0, LoanAmount is 95.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -866,13 +729,11 @@ Male,LP002178,Male,Yes,0,Graduate,No,3013,3033.0,95.0,300.0,,Urban,Y,"Gender is
  - LoanAmount : 95.0
  - Loan_Amount_Term : 300.0
  - Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002178. 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 3013. The CoapplicantIncome is 3033.0. The LoanAmount is 95.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3013. The CoapplicantIncome is 3033.0. The LoanAmount is 95.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -889,8 +750,6 @@ Male,LP002178,Male,Yes,0,Graduate,No,3013,3033.0,95.0,300.0,,Urban,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002178</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -903,17 +762,12 @@ Male,LP002178,Male,Yes,0,Graduate,No,3013,3033.0,95.0,300.0,,Urban,Y,"Gender is
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\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 & LP002178 & Male & Yes & 0 & Graduate & No & 3013 & 3033.000000 & 95.000000 & 300.000000 & NaN & Urban \\
-\bottomrule
+</table>","\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 & 3013 & 3033.000000 & 95.000000 & 300.000000 & None & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3013, 'CoapplicantIncome': 3033.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP002178', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001699,Male,No,0,Graduate,No,2479,0.0,59.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001699, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2479, CoapplicantIncome is 0.0, LoanAmount is 59.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001699
- - Gender.1 : Male
+","{'ApplicantIncome': 3013, 'CoapplicantIncome': 3033.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 95.0 dollars for 25.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 3013 dollars and his co-applicant earns 3033.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+16,Male,LP001699,Male,No,0,Graduate,No,2479,0.0,59.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2479, CoapplicantIncome is 0.0, LoanAmount is 59.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -923,13 +777,11 @@ Male,LP001699,Male,No,0,Graduate,No,2479,0.0,59.0,360.0,1.0,Urban,Y,"Gender is M
  - LoanAmount : 59.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001699. 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 2479. The CoapplicantIncome is 0.0. The LoanAmount is 59.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2479. The CoapplicantIncome is 0.0. The LoanAmount is 59.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -946,8 +798,6 @@ Male,LP001699,Male,No,0,Graduate,No,2479,0.0,59.0,360.0,1.0,Urban,Y,"Gender is M
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001699</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -960,17 +810,12 @@ Male,LP001699,Male,No,0,Graduate,No,2479,0.0,59.0,360.0,1.0,Urban,Y,"Gender is M
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001699 & Male & No & 0 & Graduate & No & 2479 & 0.000000 & 59.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 2479 & 0.000000 & 59.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2479, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 59.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001699', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001349,Male,No,0,Graduate,No,4843,3806.0,151.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001349, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4843, CoapplicantIncome is 3806.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001349
- - Gender.1 : Male
+","{'ApplicantIncome': 2479, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 59.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 59.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2479 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+17,Male,LP001349,Male,No,0,Graduate,No,4843,3806.0,151.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4843, CoapplicantIncome is 3806.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -980,13 +825,11 @@ Male,LP001349,Male,No,0,Graduate,No,4843,3806.0,151.0,360.0,1.0,Semiurban,Y,"Gen
  - LoanAmount : 151.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001349. 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 4843. The CoapplicantIncome is 3806.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 4843. The CoapplicantIncome is 3806.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1003,8 +846,6 @@ Male,LP001349,Male,No,0,Graduate,No,4843,3806.0,151.0,360.0,1.0,Semiurban,Y,"Gen
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001349</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -1017,17 +858,12 @@ Male,LP001349,Male,No,0,Graduate,No,4843,3806.0,151.0,360.0,1.0,Semiurban,Y,"Gen
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001349 & Male & No & 0 & Graduate & No & 4843 & 3806.000000 & 151.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 4843 & 3806.000000 & 151.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 4843, 'CoapplicantIncome': 3806.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 151.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001349', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001778,Male,Yes,1,Graduate,No,3155,1779.0,140.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001778, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3155, CoapplicantIncome is 1779.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001778
- - Gender.1 : Male
+","{'ApplicantIncome': 4843, 'CoapplicantIncome': 3806.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 151.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', '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 4843 dollars and his co-applicant earns 3806.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+18,Male,LP001778,Male,Yes,1,Graduate,No,3155,1779.0,140.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3155, CoapplicantIncome is 1779.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -1037,13 +873,11 @@ Male,LP001778,Male,Yes,1,Graduate,No,3155,1779.0,140.0,360.0,1.0,Semiurban,Y,"Ge
  - LoanAmount : 140.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001778. 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 3155. The CoapplicantIncome is 1779.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3155. The CoapplicantIncome is 1779.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1060,8 +894,6 @@ Male,LP001778,Male,Yes,1,Graduate,No,3155,1779.0,140.0,360.0,1.0,Semiurban,Y,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001778</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -1074,17 +906,12 @@ Male,LP001778,Male,Yes,1,Graduate,No,3155,1779.0,140.0,360.0,1.0,Semiurban,Y,"Ge
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001778 & Male & Yes & 1 & Graduate & No & 3155 & 1779.000000 & 140.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3155 & 1779.000000 & 140.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3155, 'CoapplicantIncome': 1779.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001778', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001636,Male,Yes,0,Graduate,No,4600,0.0,73.0,180.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001636, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4600, CoapplicantIncome is 0.0, LoanAmount is 73.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001636
- - Gender.1 : Male
+","{'ApplicantIncome': 3155, 'CoapplicantIncome': 1779.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married 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 3155 dollars and his co-applicant earns 1779.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+19,Male,LP001636,Male,Yes,0,Graduate,No,4600,0.0,73.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4600, CoapplicantIncome is 0.0, LoanAmount is 73.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -1094,13 +921,11 @@ Male,LP001636,Male,Yes,0,Graduate,No,4600,0.0,73.0,180.0,1.0,Semiurban,Y,"Gender
  - LoanAmount : 73.0
  - Loan_Amount_Term : 180.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001636. 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 4600. The CoapplicantIncome is 0.0. The LoanAmount is 73.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 4600. The CoapplicantIncome is 0.0. The LoanAmount is 73.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1117,8 +942,6 @@ Male,LP001636,Male,Yes,0,Graduate,No,4600,0.0,73.0,180.0,1.0,Semiurban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001636</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -1131,17 +954,12 @@ Male,LP001636,Male,Yes,0,Graduate,No,4600,0.0,73.0,180.0,1.0,Semiurban,Y,"Gender
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001636 & Male & Yes & 0 & Graduate & No & 4600 & 0.000000 & 73.000000 & 180.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 4600 & 0.000000 & 73.000000 & 180.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 4600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 73.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001636', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002401,Male,Yes,0,Graduate,No,2213,1125.0,,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002401, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2213, CoapplicantIncome is 1125.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002401
- - Gender.1 : Male
+","{'ApplicantIncome': 4600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 73.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 73.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4600 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+20,Male,LP002401,Male,Yes,0,Graduate,No,2213,1125.0,,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2213, CoapplicantIncome is 1125.0, 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
@@ -1151,13 +969,11 @@ Male,LP002401,Male,Yes,0,Graduate,No,2213,1125.0,,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 LP002401. 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 2213. The CoapplicantIncome is 1125.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2213. The CoapplicantIncome is 1125.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1174,8 +990,6 @@ Male,LP002401,Male,Yes,0,Graduate,No,2213,1125.0,,360.0,1.0,Urban,Y,"Gender is M
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002401</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -1188,17 +1002,12 @@ Male,LP002401,Male,Yes,0,Graduate,No,2213,1125.0,,360.0,1.0,Urban,Y,"Gender is M
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\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 & LP002401 & Male & Yes & 0 & Graduate & No & 2213 & 1125.000000 & NaN & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 2213 & 1125.000000 & None & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2213, 'CoapplicantIncome': 1125.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002401', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002170,Male,Yes,2,Graduate,No,5000,3667.0,236.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002170, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 3667.0, LoanAmount is 236.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002170
- - Gender.1 : Male
+","{'ApplicantIncome': 2213, 'CoapplicantIncome': 1125.0, '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 2213 dollars and his co-applicant earns 1125.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+21,Male,LP002170,Male,Yes,2,Graduate,No,5000,3667.0,236.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 3667.0, LoanAmount is 236.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -1208,13 +1017,11 @@ Male,LP002170,Male,Yes,2,Graduate,No,5000,3667.0,236.0,360.0,1.0,Semiurban,Y,"Ge
  - LoanAmount : 236.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002170. 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 5000. The CoapplicantIncome is 3667.0. The LoanAmount is 236.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 5000. The CoapplicantIncome is 3667.0. The LoanAmount is 236.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1231,8 +1038,6 @@ Male,LP002170,Male,Yes,2,Graduate,No,5000,3667.0,236.0,360.0,1.0,Semiurban,Y,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002170</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -1245,17 +1050,12 @@ Male,LP002170,Male,Yes,2,Graduate,No,5000,3667.0,236.0,360.0,1.0,Semiurban,Y,"Ge
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002170 & Male & Yes & 2 & Graduate & No & 5000 & 3667.000000 & 236.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 5000 & 3667.000000 & 236.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 5000, 'CoapplicantIncome': 3667.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 236.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002170', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001760,Male,,,Graduate,No,4758,0.0,158.0,480.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001760, Gender.1 is Male, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 4758, CoapplicantIncome is 0.0, LoanAmount is 158.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001760
- - Gender.1 : Male
+","{'ApplicantIncome': 5000, 'CoapplicantIncome': 3667.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 236.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 236.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5000 dollars and his co-applicant earns 3667.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+22,Male,LP001760,Male,,,Graduate,No,4758,0.0,158.0,480.0,1.0,Semiurban,Y,"Gender is Male, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 4758, CoapplicantIncome is 0.0, LoanAmount is 158.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : None
  - Dependents : None
  - Education : Graduate
@@ -1265,13 +1065,11 @@ Male,LP001760,Male,,,Graduate,No,4758,0.0,158.0,480.0,1.0,Semiurban,Y,"Gender is
  - LoanAmount : 158.0
  - Loan_Amount_Term : 480.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001760. The Gender.1 is Male. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4758. The CoapplicantIncome is 0.0. The LoanAmount is 158.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Semiurban",The Gender is Male. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4758. The CoapplicantIncome is 0.0. The LoanAmount is 158.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1288,8 +1086,6 @@ Male,LP001760,Male,,,Graduate,No,4758,0.0,158.0,480.0,1.0,Semiurban,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001760</td>
-      <td>Male</td>
       <td>None</td>
       <td>None</td>
       <td>Graduate</td>
@@ -1302,17 +1098,12 @@ Male,LP001760,Male,,,Graduate,No,4758,0.0,158.0,480.0,1.0,Semiurban,Y,"Gender is
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001760 & Male & NaN & NaN & Graduate & No & 4758 & 0.000000 & 158.000000 & 480.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & None & None & Graduate & No & 4758 & 0.000000 & 158.000000 & 480.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 4758, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001760', 'Married': None, 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001953,Male,Yes,1,Graduate,No,6875,0.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001953, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6875, 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 : LP001953
- - Gender.1 : Male
+","{'ApplicantIncome': 4758, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 480.0, 'Married': None, 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A person with unknown marital status male individual is applying for a loan of 158.0 dollars for 40.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4758 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+23,Male,LP001953,Male,Yes,1,Graduate,No,6875,0.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6875, 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 : 1
  - Education : Graduate
@@ -1322,13 +1113,11 @@ Male,LP001953,Male,Yes,1,Graduate,No,6875,0.0,200.0,360.0,1.0,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 LP001953. 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 6875. 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,"<table border=""1"" class=""dataframe"">
+ - 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 6875. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1345,8 +1134,6 @@ Male,LP001953,Male,Yes,1,Graduate,No,6875,0.0,200.0,360.0,1.0,Semiurban,Y,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001953</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -1359,17 +1146,12 @@ Male,LP001953,Male,Yes,1,Graduate,No,6875,0.0,200.0,360.0,1.0,Semiurban,Y,"Gende
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001953 & Male & Yes & 1 & Graduate & No & 6875 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 6875 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 6875, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001953', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002634,Female,No,1,Graduate,No,13262,0.0,40.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002634, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 13262, CoapplicantIncome is 0.0, LoanAmount is 40.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002634
- - Gender.1 : Female
+","{'ApplicantIncome': 6875, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', '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 6875 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+24,Female,LP002634,Female,No,1,Graduate,No,13262,0.0,40.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 13262, CoapplicantIncome is 0.0, LoanAmount is 40.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
  - Married : No
  - Dependents : 1
  - Education : Graduate
@@ -1379,13 +1161,11 @@ Female,LP002634,Female,No,1,Graduate,No,13262,0.0,40.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 40.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002634. 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 13262. The CoapplicantIncome is 0.0. The LoanAmount is 40.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 13262. The CoapplicantIncome is 0.0. The LoanAmount is 40.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1402,8 +1182,6 @@ Female,LP002634,Female,No,1,Graduate,No,13262,0.0,40.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002634</td>
-      <td>Female</td>
       <td>No</td>
       <td>1</td>
       <td>Graduate</td>
@@ -1416,17 +1194,12 @@ Female,LP002634,Female,No,1,Graduate,No,13262,0.0,40.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002634 & Female & No & 1 & Graduate & No & 13262 & 0.000000 & 40.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 13262 & 0.000000 & 40.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 13262, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 40.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002634', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001666,Male,No,0,Graduate,No,8333,3750.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001666, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 3750.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001666
- - Gender.1 : Male
+","{'ApplicantIncome': 13262, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 40.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 40.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 13262 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
+25,Male,LP001666,Male,No,0,Graduate,No,8333,3750.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 3750.0, 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
@@ -1436,13 +1209,11 @@ Male,LP001666,Male,No,0,Graduate,No,8333,3750.0,187.0,360.0,1.0,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 LP001666. 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 8333. The CoapplicantIncome is 3750.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 8333. The CoapplicantIncome is 3750.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1459,8 +1230,6 @@ Male,LP001666,Male,No,0,Graduate,No,8333,3750.0,187.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001666</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -1473,17 +1242,12 @@ Male,LP001666,Male,No,0,Graduate,No,8333,3750.0,187.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001666 & Male & No & 0 & Graduate & No & 8333 & 3750.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 8333 & 3750.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 8333, 'CoapplicantIncome': 3750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001666', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002544,Male,Yes,1,Not Graduate,No,1958,2436.0,131.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002544, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1958, CoapplicantIncome is 2436.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002544
- - Gender.1 : Male
+","{'ApplicantIncome': 8333, 'CoapplicantIncome': 3750.0, '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 8333 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.
+26,Male,LP002544,Male,Yes,1,Not Graduate,No,1958,2436.0,131.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1958, CoapplicantIncome is 2436.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Not Graduate
@@ -1493,13 +1257,11 @@ Male,LP002544,Male,Yes,1,Not Graduate,No,1958,2436.0,131.0,360.0,1.0,Rural,Y,"Ge
  - LoanAmount : 131.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002544. 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 1958. The CoapplicantIncome is 2436.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 1958. The CoapplicantIncome is 2436.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1516,8 +1278,6 @@ Male,LP002544,Male,Yes,1,Not Graduate,No,1958,2436.0,131.0,360.0,1.0,Rural,Y,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002544</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Not Graduate</td>
@@ -1530,17 +1290,12 @@ Male,LP002544,Male,Yes,1,Not Graduate,No,1958,2436.0,131.0,360.0,1.0,Rural,Y,"Ge
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002544 & Male & Yes & 1 & Not Graduate & No & 1958 & 2436.000000 & 131.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 1958 & 2436.000000 & 131.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 1958, 'CoapplicantIncome': 2436.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002544', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001702,Male,No,0,Graduate,No,3418,0.0,127.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001702, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3418, CoapplicantIncome is 0.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001702
- - Gender.1 : Male
+","{'ApplicantIncome': 1958, 'CoapplicantIncome': 2436.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', '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 not a graduate and is not self employed. He earns 1958 dollars and his co-applicant earns 2436.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+27,Male,LP001702,Male,No,0,Graduate,No,3418,0.0,127.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3418, CoapplicantIncome is 0.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -1550,13 +1305,11 @@ Male,LP001702,Male,No,0,Graduate,No,3418,0.0,127.0,360.0,1.0,Semiurban,N,"Gender
  - LoanAmount : 127.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001702. 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 3418. The CoapplicantIncome is 0.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3418. The CoapplicantIncome is 0.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1573,8 +1326,6 @@ Male,LP001702,Male,No,0,Graduate,No,3418,0.0,127.0,360.0,1.0,Semiurban,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001702</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -1587,17 +1338,12 @@ Male,LP001702,Male,No,0,Graduate,No,3418,0.0,127.0,360.0,1.0,Semiurban,N,"Gender
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001702 & Male & No & 0 & Graduate & No & 3418 & 0.000000 & 127.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3418 & 0.000000 & 127.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3418, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001702', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002144,Female,No,,Graduate,No,3813,0.0,116.0,180.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002144, Gender.1 is Female, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 3813, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002144
- - Gender.1 : Female
+","{'ApplicantIncome': 3418, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 127.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3418 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+28,Female,LP002144,Female,No,,Graduate,No,3813,0.0,116.0,180.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 3813, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
  - Married : No
  - Dependents : None
  - Education : Graduate
@@ -1607,13 +1353,11 @@ Female,LP002144,Female,No,,Graduate,No,3813,0.0,116.0,180.0,1.0,Urban,Y,"Gender
  - LoanAmount : 116.0
  - Loan_Amount_Term : 180.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002144. 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 3813. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3813. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1630,8 +1374,6 @@ Female,LP002144,Female,No,,Graduate,No,3813,0.0,116.0,180.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002144</td>
-      <td>Female</td>
       <td>No</td>
       <td>None</td>
       <td>Graduate</td>
@@ -1644,17 +1386,12 @@ Female,LP002144,Female,No,,Graduate,No,3813,0.0,116.0,180.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002144 & Female & No & NaN & Graduate & No & 3813 & 0.000000 & 116.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3813 & 0.000000 & 116.000000 & 180.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3813, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 116.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002144', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002979,Male,Yes,3+,Graduate,No,4106,0.0,40.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002979, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4106, CoapplicantIncome is 0.0, LoanAmount is 40.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002979
- - Gender.1 : Male
+","{'ApplicantIncome': 3813, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 116.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 116.0 dollars for 15.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3813 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+29,Male,LP002979,Male,Yes,3+,Graduate,No,4106,0.0,40.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4106, CoapplicantIncome is 0.0, LoanAmount is 40.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Graduate
@@ -1664,13 +1401,11 @@ Male,LP002979,Male,Yes,3+,Graduate,No,4106,0.0,40.0,180.0,1.0,Rural,Y,"Gender is
  - LoanAmount : 40.0
  - Loan_Amount_Term : 180.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002979. 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 4106. The CoapplicantIncome is 0.0. The LoanAmount is 40.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 4106. The CoapplicantIncome is 0.0. The LoanAmount is 40.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1687,8 +1422,6 @@ Male,LP002979,Male,Yes,3+,Graduate,No,4106,0.0,40.0,180.0,1.0,Rural,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002979</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Graduate</td>
@@ -1701,17 +1434,12 @@ Male,LP002979,Male,Yes,3+,Graduate,No,4106,0.0,40.0,180.0,1.0,Rural,Y,"Gender is
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002979 & Male & Yes & 3+ & Graduate & No & 4106 & 0.000000 & 40.000000 & 180.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 4106 & 0.000000 & 40.000000 & 180.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 4106, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 40.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002979', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001024,Male,Yes,2,Graduate,No,3200,700.0,70.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001024, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3200, CoapplicantIncome is 700.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001024
- - Gender.1 : Male
+","{'ApplicantIncome': 4106, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 40.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 40.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4106 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
+30,Male,LP001024,Male,Yes,2,Graduate,No,3200,700.0,70.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3200, CoapplicantIncome is 700.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -1721,13 +1449,11 @@ Male,LP001024,Male,Yes,2,Graduate,No,3200,700.0,70.0,360.0,1.0,Urban,Y,"Gender i
  - LoanAmount : 70.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001024. 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 3200. The CoapplicantIncome is 700.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3200. The CoapplicantIncome is 700.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1744,8 +1470,6 @@ Male,LP001024,Male,Yes,2,Graduate,No,3200,700.0,70.0,360.0,1.0,Urban,Y,"Gender i
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001024</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -1758,17 +1482,12 @@ Male,LP001024,Male,Yes,2,Graduate,No,3200,700.0,70.0,360.0,1.0,Urban,Y,"Gender i
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001024 & Male & Yes & 2 & Graduate & No & 3200 & 700.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3200 & 700.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3200, 'CoapplicantIncome': 700.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001024', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001514,Female,Yes,0,Graduate,No,2330,4486.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001514, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2330, CoapplicantIncome is 4486.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001514
- - Gender.1 : Female
+","{'ApplicantIncome': 3200, 'CoapplicantIncome': 700.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married 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 3200 dollars and his co-applicant earns 700.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+31,Female,LP001514,Female,Yes,0,Graduate,No,2330,4486.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2330, CoapplicantIncome is 4486.0, 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 : Graduate
@@ -1778,13 +1497,11 @@ Female,LP001514,Female,Yes,0,Graduate,No,2330,4486.0,100.0,360.0,1.0,Semiurban,Y
  - LoanAmount : 100.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001514. 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 2330. The CoapplicantIncome is 4486.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 2330. The CoapplicantIncome is 4486.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1801,8 +1518,6 @@ Female,LP001514,Female,Yes,0,Graduate,No,2330,4486.0,100.0,360.0,1.0,Semiurban,Y
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP001514</td>
-      <td>Female</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -1815,17 +1530,12 @@ Female,LP001514,Female,Yes,0,Graduate,No,2330,4486.0,100.0,360.0,1.0,Semiurban,Y
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP001514 & Female & Yes & 0 & Graduate & No & 2330 & 4486.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 2330 & 4486.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2330, 'CoapplicantIncome': 4486.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001514', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001972,Male,Yes,,Not Graduate,No,2875,1750.0,105.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001972, Gender.1 is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2875, CoapplicantIncome is 1750.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001972
- - Gender.1 : Male
+","{'ApplicantIncome': 2330, 'CoapplicantIncome': 4486.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': '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 a graduate and is not self employed. She earns 2330 dollars and her co-applicant earns 4486.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+32,Male,LP001972,Male,Yes,,Not Graduate,No,2875,1750.0,105.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2875, CoapplicantIncome is 1750.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : None
  - Education : Not Graduate
@@ -1835,13 +1545,11 @@ Male,LP001972,Male,Yes,,Not Graduate,No,2875,1750.0,105.0,360.0,1.0,Semiurban,Y,
  - LoanAmount : 105.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001972. 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 2875. The CoapplicantIncome is 1750.0. The LoanAmount is 105.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 2875. The CoapplicantIncome is 1750.0. The LoanAmount is 105.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1858,8 +1566,6 @@ Male,LP001972,Male,Yes,,Not Graduate,No,2875,1750.0,105.0,360.0,1.0,Semiurban,Y,
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001972</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>None</td>
       <td>Not Graduate</td>
@@ -1872,17 +1578,12 @@ Male,LP001972,Male,Yes,,Not Graduate,No,2875,1750.0,105.0,360.0,1.0,Semiurban,Y,
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001972 & Male & Yes & NaN & Not Graduate & No & 2875 & 1750.000000 & 105.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 2875 & 1750.000000 & 105.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2875, 'CoapplicantIncome': 1750.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 105.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001972', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002874,Male,No,0,Graduate,No,3229,2739.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002874, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3229, CoapplicantIncome is 2739.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002874
- - Gender.1 : Male
+","{'ApplicantIncome': 2875, 'CoapplicantIncome': 1750.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 105.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 105.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2875 dollars and his co-applicant earns 1750.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+33,Male,LP002874,Male,No,0,Graduate,No,3229,2739.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3229, CoapplicantIncome is 2739.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -1892,13 +1593,11 @@ Male,LP002874,Male,No,0,Graduate,No,3229,2739.0,110.0,360.0,1.0,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 LP002874. 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 3229. The CoapplicantIncome is 2739.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3229. The CoapplicantIncome is 2739.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1915,8 +1614,6 @@ Male,LP002874,Male,No,0,Graduate,No,3229,2739.0,110.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002874</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -1929,17 +1626,12 @@ Male,LP002874,Male,No,0,Graduate,No,3229,2739.0,110.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002874 & Male & No & 0 & Graduate & No & 3229 & 2739.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3229 & 2739.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3229, 'CoapplicantIncome': 2739.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002874', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001519,Female,No,0,Graduate,No,10000,1666.0,225.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP001519, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10000, CoapplicantIncome is 1666.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP001519
- - Gender.1 : Female
+","{'ApplicantIncome': 3229, 'CoapplicantIncome': 2739.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', '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 a graduate and is not self employed. He earns 3229 dollars and his co-applicant earns 2739.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+34,Female,LP001519,Female,No,0,Graduate,No,10000,1666.0,225.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10000, CoapplicantIncome is 1666.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -1949,13 +1641,11 @@ Female,LP001519,Female,No,0,Graduate,No,10000,1666.0,225.0,360.0,1.0,Rural,N,"Ge
  - LoanAmount : 225.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001519. 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 10000. The CoapplicantIncome is 1666.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 10000. The CoapplicantIncome is 1666.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -1972,8 +1662,6 @@ Female,LP001519,Female,No,0,Graduate,No,10000,1666.0,225.0,360.0,1.0,Rural,N,"Ge
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP001519</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -1986,17 +1674,12 @@ Female,LP001519,Female,No,0,Graduate,No,10000,1666.0,225.0,360.0,1.0,Rural,N,"Ge
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP001519 & Female & No & 0 & Graduate & No & 10000 & 1666.000000 & 225.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 10000 & 1666.000000 & 225.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 10000, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001519', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002328,Male,Yes,0,Not Graduate,No,6096,0.0,218.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002328, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6096, CoapplicantIncome is 0.0, LoanAmount is 218.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002328
- - Gender.1 : Male
+","{'ApplicantIncome': 10000, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 225.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 10000 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.
+35,Male,LP002328,Male,Yes,0,Not Graduate,No,6096,0.0,218.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6096, CoapplicantIncome is 0.0, LoanAmount is 218.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Not Graduate
@@ -2006,13 +1689,11 @@ Male,LP002328,Male,Yes,0,Not Graduate,No,6096,0.0,218.0,360.0,0.0,Rural,N,"Gende
  - LoanAmount : 218.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002328. 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 6096. The CoapplicantIncome is 0.0. The LoanAmount is 218.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 6096. The CoapplicantIncome is 0.0. The LoanAmount is 218.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2029,8 +1710,6 @@ Male,LP002328,Male,Yes,0,Not Graduate,No,6096,0.0,218.0,360.0,0.0,Rural,N,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002328</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -2043,17 +1722,12 @@ Male,LP002328,Male,Yes,0,Not Graduate,No,6096,0.0,218.0,360.0,0.0,Rural,N,"Gende
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002328 & Male & Yes & 0 & Not Graduate & No & 6096 & 0.000000 & 218.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+</table>","\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 & 6096 & 0.000000 & 218.000000 & 360.000000 & 0.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 6096, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 218.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002328', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002467,Male,Yes,0,Graduate,No,3708,2569.0,173.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002467, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3708, CoapplicantIncome is 2569.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002467
- - Gender.1 : Male
+","{'ApplicantIncome': 6096, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 218.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 218.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 6096 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+36,Male,LP002467,Male,Yes,0,Graduate,No,3708,2569.0,173.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3708, CoapplicantIncome is 2569.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -2063,13 +1737,11 @@ Male,LP002467,Male,Yes,0,Graduate,No,3708,2569.0,173.0,360.0,1.0,Urban,N,"Gender
  - LoanAmount : 173.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002467. 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 3708. The CoapplicantIncome is 2569.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3708. The CoapplicantIncome is 2569.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2086,8 +1758,6 @@ Male,LP002467,Male,Yes,0,Graduate,No,3708,2569.0,173.0,360.0,1.0,Urban,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002467</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -2100,17 +1770,12 @@ Male,LP002467,Male,Yes,0,Graduate,No,3708,2569.0,173.0,360.0,1.0,Urban,N,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002467 & Male & Yes & 0 & Graduate & No & 3708 & 2569.000000 & 173.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3708 & 2569.000000 & 173.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3708, 'CoapplicantIncome': 2569.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 173.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002467', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002953,Male,Yes,3+,Graduate,No,5703,0.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002953, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5703, 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 : LP002953
- - Gender.1 : Male
+","{'ApplicantIncome': 3708, 'CoapplicantIncome': 2569.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 173.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', '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 3708 dollars and his co-applicant earns 2569.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+37,Male,LP002953,Male,Yes,3+,Graduate,No,5703,0.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5703, 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 : Yes
  - Dependents : 3+
  - Education : Graduate
@@ -2120,13 +1785,11 @@ Male,LP002953,Male,Yes,3+,Graduate,No,5703,0.0,128.0,360.0,1.0,Urban,Y,"Gender i
  - LoanAmount : 128.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002953. 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 5703. 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,"<table border=""1"" class=""dataframe"">
+ - 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 5703. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2143,8 +1806,6 @@ Male,LP002953,Male,Yes,3+,Graduate,No,5703,0.0,128.0,360.0,1.0,Urban,Y,"Gender i
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002953</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Graduate</td>
@@ -2157,17 +1818,12 @@ Male,LP002953,Male,Yes,3+,Graduate,No,5703,0.0,128.0,360.0,1.0,Urban,Y,"Gender i
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002953 & Male & Yes & 3+ & Graduate & No & 5703 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 5703 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 5703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002953', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001194,Male,Yes,2,Graduate,No,2708,1167.0,97.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001194, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2708, CoapplicantIncome is 1167.0, LoanAmount is 97.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001194
- - Gender.1 : Male
+","{'ApplicantIncome': 5703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', '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 5703 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+38,Male,LP001194,Male,Yes,2,Graduate,No,2708,1167.0,97.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2708, CoapplicantIncome is 1167.0, 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 : Graduate
@@ -2177,13 +1833,11 @@ Male,LP001194,Male,Yes,2,Graduate,No,2708,1167.0,97.0,360.0,1.0,Semiurban,Y,"Gen
  - LoanAmount : 97.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001194. 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 2708. The CoapplicantIncome is 1167.0. The LoanAmount is 97.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 2708. The CoapplicantIncome is 1167.0. The LoanAmount is 97.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2200,8 +1854,6 @@ Male,LP001194,Male,Yes,2,Graduate,No,2708,1167.0,97.0,360.0,1.0,Semiurban,Y,"Gen
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001194</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -2214,17 +1866,12 @@ Male,LP001194,Male,Yes,2,Graduate,No,2708,1167.0,97.0,360.0,1.0,Semiurban,Y,"Gen
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001194 & Male & Yes & 2 & Graduate & No & 2708 & 1167.000000 & 97.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 2708 & 1167.000000 & 97.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2708, 'CoapplicantIncome': 1167.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 97.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001194', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP001267,Female,Yes,2,Graduate,No,1378,1881.0,167.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP001267, Gender.1 is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 1378, CoapplicantIncome is 1881.0, LoanAmount is 167.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP001267
- - Gender.1 : Female
+","{'ApplicantIncome': 2708, 'CoapplicantIncome': 1167.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 97.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 97.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2708 dollars and his co-applicant earns 1167.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+39,Female,LP001267,Female,Yes,2,Graduate,No,1378,1881.0,167.0,360.0,1.0,Urban,N,"Gender is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 1378, CoapplicantIncome is 1881.0, LoanAmount is 167.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -2234,13 +1881,11 @@ Female,LP001267,Female,Yes,2,Graduate,No,1378,1881.0,167.0,360.0,1.0,Urban,N,"Ge
  - LoanAmount : 167.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP001267. 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 1378. The CoapplicantIncome is 1881.0. The LoanAmount is 167.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 1378. The CoapplicantIncome is 1881.0. The LoanAmount is 167.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2257,8 +1902,6 @@ Female,LP001267,Female,Yes,2,Graduate,No,1378,1881.0,167.0,360.0,1.0,Urban,N,"Ge
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP001267</td>
-      <td>Female</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -2271,17 +1914,12 @@ Female,LP001267,Female,Yes,2,Graduate,No,1378,1881.0,167.0,360.0,1.0,Urban,N,"Ge
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP001267 & Female & Yes & 2 & Graduate & No & 1378 & 1881.000000 & 167.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 1378 & 1881.000000 & 167.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 1378, 'CoapplicantIncome': 1881.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 167.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001267', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001385,Male,No,0,Graduate,No,5316,0.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001385, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5316, 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 : LP001385
- - Gender.1 : Male
+","{'ApplicantIncome': 1378, 'CoapplicantIncome': 1881.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 167.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 167.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 1378 dollars and her co-applicant earns 1881.0 dollars. She has 2 people that she is liable to provide maintenance for. She lives in urban area.
+40,Male,LP001385,Male,No,0,Graduate,No,5316,0.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5316, 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 : No
  - Dependents : 0
  - Education : Graduate
@@ -2291,13 +1929,11 @@ Male,LP001385,Male,No,0,Graduate,No,5316,0.0,136.0,360.0,1.0,Urban,Y,"Gender is
  - LoanAmount : 136.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001385. 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 5316. 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,"<table border=""1"" class=""dataframe"">
+ - 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 5316. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2314,8 +1950,6 @@ Male,LP001385,Male,No,0,Graduate,No,5316,0.0,136.0,360.0,1.0,Urban,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001385</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -2328,17 +1962,12 @@ Male,LP001385,Male,No,0,Graduate,No,5316,0.0,136.0,360.0,1.0,Urban,Y,"Gender is
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001385 & Male & No & 0 & Graduate & No & 5316 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 5316 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 5316, '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': 'LP001385', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002755,Male,Yes,1,Not Graduate,No,2239,2524.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002755, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2239, CoapplicantIncome is 2524.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002755
- - Gender.1 : Male
+","{'ApplicantIncome': 5316, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', '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 5316 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+41,Male,LP002755,Male,Yes,1,Not Graduate,No,2239,2524.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2239, CoapplicantIncome is 2524.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Not Graduate
@@ -2348,13 +1977,11 @@ Male,LP002755,Male,Yes,1,Not Graduate,No,2239,2524.0,128.0,360.0,1.0,Urban,Y,"Ge
  - LoanAmount : 128.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002755. 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 2239. The CoapplicantIncome is 2524.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2239. The CoapplicantIncome is 2524.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2371,8 +1998,6 @@ Male,LP002755,Male,Yes,1,Not Graduate,No,2239,2524.0,128.0,360.0,1.0,Urban,Y,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002755</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Not Graduate</td>
@@ -2385,17 +2010,12 @@ Male,LP002755,Male,Yes,1,Not Graduate,No,2239,2524.0,128.0,360.0,1.0,Urban,Y,"Ge
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002755 & Male & Yes & 1 & Not Graduate & No & 2239 & 2524.000000 & 128.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 2239 & 2524.000000 & 128.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2239, 'CoapplicantIncome': 2524.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002755', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002050,Male,Yes,1,Graduate,Yes,10000,0.0,155.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP002050, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10000, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002050
- - Gender.1 : Male
+","{'ApplicantIncome': 2239, 'CoapplicantIncome': 2524.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', '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 not a graduate and is not self employed. He earns 2239 dollars and his co-applicant earns 2524.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+42,Male,LP002050,Male,Yes,1,Graduate,Yes,10000,0.0,155.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10000, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -2405,13 +2025,11 @@ Male,LP002050,Male,Yes,1,Graduate,Yes,10000,0.0,155.0,360.0,1.0,Rural,N,"Gender
  - LoanAmount : 155.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002050. 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 10000. 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 Rural,"<table border=""1"" class=""dataframe"">
+ - 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 10000. 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 Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2428,8 +2046,6 @@ Male,LP002050,Male,Yes,1,Graduate,Yes,10000,0.0,155.0,360.0,1.0,Rural,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002050</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -2442,17 +2058,12 @@ Male,LP002050,Male,Yes,1,Graduate,Yes,10000,0.0,155.0,360.0,1.0,Rural,N,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002050 & Male & Yes & 1 & Graduate & Yes & 10000 & 0.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 10000 & 0.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 10000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002050', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002777,Male,Yes,0,Graduate,No,2785,2016.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002777, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2785, CoapplicantIncome is 2016.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002777
- - Gender.1 : Male
+","{'ApplicantIncome': 10000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",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 self employed. He earns 10000 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+43,Male,LP002777,Male,Yes,0,Graduate,No,2785,2016.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2785, CoapplicantIncome is 2016.0, 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 : Graduate
@@ -2462,13 +2073,11 @@ Male,LP002777,Male,Yes,0,Graduate,No,2785,2016.0,110.0,360.0,1.0,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 LP002777. 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 2785. The CoapplicantIncome is 2016.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 2785. The CoapplicantIncome is 2016.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2485,8 +2094,6 @@ Male,LP002777,Male,Yes,0,Graduate,No,2785,2016.0,110.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002777</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -2499,17 +2106,12 @@ Male,LP002777,Male,Yes,0,Graduate,No,2785,2016.0,110.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002777 & Male & Yes & 0 & Graduate & No & 2785 & 2016.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2785 & 2016.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2785, 'CoapplicantIncome': 2016.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002777', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001473,Male,No,0,Graduate,No,2014,1929.0,74.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001473, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2014, CoapplicantIncome is 1929.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001473
- - Gender.1 : Male
+","{'ApplicantIncome': 2785, 'CoapplicantIncome': 2016.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': '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 a graduate and is not self employed. He earns 2785 dollars and his co-applicant earns 2016.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+44,Male,LP001473,Male,No,0,Graduate,No,2014,1929.0,74.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2014, CoapplicantIncome is 1929.0, 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
@@ -2519,13 +2121,11 @@ Male,LP001473,Male,No,0,Graduate,No,2014,1929.0,74.0,360.0,1.0,Urban,Y,"Gender i
  - LoanAmount : 74.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001473. 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 2014. The CoapplicantIncome is 1929.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2014. The CoapplicantIncome is 1929.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2542,8 +2142,6 @@ Male,LP001473,Male,No,0,Graduate,No,2014,1929.0,74.0,360.0,1.0,Urban,Y,"Gender i
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001473</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -2556,17 +2154,12 @@ Male,LP001473,Male,No,0,Graduate,No,2014,1929.0,74.0,360.0,1.0,Urban,Y,"Gender i
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001473 & Male & No & 0 & Graduate & No & 2014 & 1929.000000 & 74.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 2014 & 1929.000000 & 74.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2014, 'CoapplicantIncome': 1929.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001473', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001691,Male,Yes,2,Not Graduate,No,3917,0.0,124.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001691, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3917, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001691
- - Gender.1 : Male
+","{'ApplicantIncome': 2014, 'CoapplicantIncome': 1929.0, '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 2014 dollars and his co-applicant earns 1929.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+45,Male,LP001691,Male,Yes,2,Not Graduate,No,3917,0.0,124.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3917, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Not Graduate
@@ -2576,13 +2169,11 @@ Male,LP001691,Male,Yes,2,Not Graduate,No,3917,0.0,124.0,360.0,1.0,Semiurban,Y,"G
  - LoanAmount : 124.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001691. 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 3917. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3917. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2599,8 +2190,6 @@ Male,LP001691,Male,Yes,2,Not Graduate,No,3917,0.0,124.0,360.0,1.0,Semiurban,Y,"G
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001691</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Not Graduate</td>
@@ -2613,17 +2202,12 @@ Male,LP001691,Male,Yes,2,Not Graduate,No,3917,0.0,124.0,360.0,1.0,Semiurban,Y,"G
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001691 & Male & Yes & 2 & Not Graduate & No & 3917 & 0.000000 & 124.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3917 & 0.000000 & 124.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3917, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001691', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001091,Male,Yes,1,Graduate,,4166,3369.0,201.0,360.0,,Urban,N,"Gender is Male, Loan_ID is LP001091, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 4166, CoapplicantIncome is 3369.0, LoanAmount is 201.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001091
- - Gender.1 : Male
+","{'ApplicantIncome': 3917, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not 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 not a graduate and is not self employed. He earns 3917 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+46,Male,LP001091,Male,Yes,1,Graduate,,4166,3369.0,201.0,360.0,,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 4166, CoapplicantIncome is 3369.0, LoanAmount is 201.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -2633,13 +2217,11 @@ Male,LP001091,Male,Yes,1,Graduate,,4166,3369.0,201.0,360.0,,Urban,N,"Gender is M
  - LoanAmount : 201.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001091. 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 4166. The CoapplicantIncome is 3369.0. The LoanAmount is 201.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 4166. The CoapplicantIncome is 3369.0. The LoanAmount is 201.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2656,8 +2238,6 @@ Male,LP001091,Male,Yes,1,Graduate,,4166,3369.0,201.0,360.0,,Urban,N,"Gender is M
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001091</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -2670,17 +2250,12 @@ Male,LP001091,Male,Yes,1,Graduate,,4166,3369.0,201.0,360.0,,Urban,N,"Gender is M
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\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 & LP001091 & Male & Yes & 1 & Graduate & NaN & 4166 & 3369.000000 & 201.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & None & 4166 & 3369.000000 & 201.000000 & 360.000000 & None & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 4166, 'CoapplicantIncome': 3369.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 201.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001091', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP002841,Male,Yes,0,Graduate,No,3166,2064.0,104.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP002841, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 2064.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002841
- - Gender.1 : Male
+","{'ApplicantIncome': 4166, 'CoapplicantIncome': 3369.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 201.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 201.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and has unknown self employment status. He earns 4166 dollars and his co-applicant earns 3369.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+47,Male,LP002841,Male,Yes,0,Graduate,No,3166,2064.0,104.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 2064.0, 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 : Graduate
@@ -2690,13 +2265,11 @@ Male,LP002841,Male,Yes,0,Graduate,No,3166,2064.0,104.0,360.0,0.0,Urban,N,"Gender
  - LoanAmount : 104.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002841. 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 3166. The CoapplicantIncome is 2064.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3166. The CoapplicantIncome is 2064.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2713,8 +2286,6 @@ Male,LP002841,Male,Yes,0,Graduate,No,3166,2064.0,104.0,360.0,0.0,Urban,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002841</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -2727,17 +2298,12 @@ Male,LP002841,Male,Yes,0,Graduate,No,3166,2064.0,104.0,360.0,0.0,Urban,N,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002841 & Male & Yes & 0 & Graduate & No & 3166 & 2064.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3166 & 2064.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3166, 'CoapplicantIncome': 2064.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002841', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002448,Male,Yes,0,Graduate,No,3948,1733.0,149.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002448, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3948, CoapplicantIncome is 1733.0, LoanAmount is 149.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002448
- - Gender.1 : Male
+","{'ApplicantIncome': 3166, 'CoapplicantIncome': 2064.0, 'Credit_History': 0.0, '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 does not have a credit history. He is a graduate and is not self employed. He earns 3166 dollars and his co-applicant earns 2064.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+48,Male,LP002448,Male,Yes,0,Graduate,No,3948,1733.0,149.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3948, CoapplicantIncome is 1733.0, LoanAmount is 149.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -2747,13 +2313,11 @@ Male,LP002448,Male,Yes,0,Graduate,No,3948,1733.0,149.0,360.0,0.0,Rural,N,"Gender
  - LoanAmount : 149.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002448. 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 3948. The CoapplicantIncome is 1733.0. The LoanAmount is 149.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 3948. The CoapplicantIncome is 1733.0. The LoanAmount is 149.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2770,8 +2334,6 @@ Male,LP002448,Male,Yes,0,Graduate,No,3948,1733.0,149.0,360.0,0.0,Rural,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002448</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -2784,17 +2346,12 @@ Male,LP002448,Male,Yes,0,Graduate,No,3948,1733.0,149.0,360.0,0.0,Rural,N,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002448 & Male & Yes & 0 & Graduate & No & 3948 & 1733.000000 & 149.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3948 & 1733.000000 & 149.000000 & 360.000000 & 0.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3948, 'CoapplicantIncome': 1733.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 149.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002448', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002776,Female,No,0,Graduate,No,5000,0.0,103.0,360.0,0.0,Semiurban,N,"Gender is Female, Loan_ID is LP002776, 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 103.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP002776
- - Gender.1 : Female
+","{'ApplicantIncome': 3948, 'CoapplicantIncome': 1733.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 149.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 149.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3948 dollars and his co-applicant earns 1733.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+49,Female,LP002776,Female,No,0,Graduate,No,5000,0.0,103.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 0.0, 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
@@ -2804,13 +2361,11 @@ Female,LP002776,Female,No,0,Graduate,No,5000,0.0,103.0,360.0,0.0,Semiurban,N,"Ge
  - LoanAmount : 103.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP002776. 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 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 5000. The CoapplicantIncome is 0.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2827,8 +2382,6 @@ Female,LP002776,Female,No,0,Graduate,No,5000,0.0,103.0,360.0,0.0,Semiurban,N,"Ge
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002776</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -2841,17 +2394,12 @@ Female,LP002776,Female,No,0,Graduate,No,5000,0.0,103.0,360.0,0.0,Semiurban,N,"Ge
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002776 & Female & No & 0 & Graduate & No & 5000 & 0.000000 & 103.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 103.000000 & 360.000000 & 0.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 5000, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002776', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002444,Male,No,1,Not Graduate,Yes,2769,1542.0,190.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP002444, Gender.1 is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2769, CoapplicantIncome is 1542.0, LoanAmount is 190.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002444
- - Gender.1 : Male
+","{'ApplicantIncome': 5000, 'CoapplicantIncome': 0.0, '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 5000 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+50,Male,LP002444,Male,No,1,Not Graduate,Yes,2769,1542.0,190.0,360.0,,Semiurban,N,"Gender is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2769, CoapplicantIncome is 1542.0, LoanAmount is 190.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
  - Married : No
  - Dependents : 1
  - Education : Not Graduate
@@ -2861,13 +2409,11 @@ Male,LP002444,Male,No,1,Not Graduate,Yes,2769,1542.0,190.0,360.0,,Semiurban,N,"G
  - LoanAmount : 190.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002444. 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 2769. The CoapplicantIncome is 1542.0. The LoanAmount is 190.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Semiurban",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 2769. The CoapplicantIncome is 1542.0. The LoanAmount is 190.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2884,8 +2430,6 @@ Male,LP002444,Male,No,1,Not Graduate,Yes,2769,1542.0,190.0,360.0,,Semiurban,N,"G
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002444</td>
-      <td>Male</td>
       <td>No</td>
       <td>1</td>
       <td>Not Graduate</td>
@@ -2898,17 +2442,12 @@ Male,LP002444,Male,No,1,Not Graduate,Yes,2769,1542.0,190.0,360.0,,Semiurban,N,"G
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\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 & LP002444 & Male & No & 1 & Not Graduate & Yes & 2769 & 1542.000000 & 190.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+</table>","\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 & Yes & 2769 & 1542.000000 & 190.000000 & 360.000000 & None & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2769, 'CoapplicantIncome': 1542.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 190.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002444', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Female,LP001708,Female,No,0,Graduate,No,10000,0.0,214.0,360.0,1.0,Semiurban,N,"Gender is Female, Loan_ID is LP001708, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10000, CoapplicantIncome is 0.0, LoanAmount is 214.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001708
- - Gender.1 : Female
+","{'ApplicantIncome': 2769, 'CoapplicantIncome': 1542.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 190.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 190.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is self employed. He earns 2769 dollars and his co-applicant earns 1542.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+51,Female,LP001708,Female,No,0,Graduate,No,10000,0.0,214.0,360.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10000, CoapplicantIncome is 0.0, LoanAmount is 214.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -2918,13 +2457,11 @@ Female,LP001708,Female,No,0,Graduate,No,10000,0.0,214.0,360.0,1.0,Semiurban,N,"G
  - LoanAmount : 214.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001708. 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 10000. The CoapplicantIncome is 0.0. The LoanAmount is 214.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 10000. The CoapplicantIncome is 0.0. The LoanAmount is 214.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2941,8 +2478,6 @@ Female,LP001708,Female,No,0,Graduate,No,10000,0.0,214.0,360.0,1.0,Semiurban,N,"G
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP001708</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -2955,17 +2490,12 @@ Female,LP001708,Female,No,0,Graduate,No,10000,0.0,214.0,360.0,1.0,Semiurban,N,"G
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP001708 & Female & No & 0 & Graduate & No & 10000 & 0.000000 & 214.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 10000 & 0.000000 & 214.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 10000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 214.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001708', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001964,Male,Yes,0,Not Graduate,No,1800,2934.0,93.0,360.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001964, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1800, CoapplicantIncome is 2934.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001964
- - Gender.1 : Male
+","{'ApplicantIncome': 10000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 214.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 214.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 10000 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
+52,Male,LP001964,Male,Yes,0,Not Graduate,No,1800,2934.0,93.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1800, CoapplicantIncome is 2934.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Not Graduate
@@ -2975,13 +2505,11 @@ Male,LP001964,Male,Yes,0,Not Graduate,No,1800,2934.0,93.0,360.0,0.0,Urban,N,"Gen
  - LoanAmount : 93.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001964. 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 1800. The CoapplicantIncome is 2934.0. The LoanAmount is 93.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 1800. The CoapplicantIncome is 2934.0. The LoanAmount is 93.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -2998,8 +2526,6 @@ Male,LP001964,Male,Yes,0,Not Graduate,No,1800,2934.0,93.0,360.0,0.0,Urban,N,"Gen
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001964</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -3012,17 +2538,12 @@ Male,LP001964,Male,Yes,0,Not Graduate,No,1800,2934.0,93.0,360.0,0.0,Urban,N,"Gen
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001964 & Male & Yes & 0 & Not Graduate & No & 1800 & 2934.000000 & 93.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+</table>","\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 & 1800 & 2934.000000 & 93.000000 & 360.000000 & 0.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 1800, 'CoapplicantIncome': 2934.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 93.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001964', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002684,Female,No,0,Not Graduate,No,3400,0.0,95.0,360.0,1.0,Rural,N,"Gender is Female, Loan_ID is LP002684, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002684
- - Gender.1 : Female
+","{'ApplicantIncome': 1800, 'CoapplicantIncome': 2934.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 93.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 93.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 1800 dollars and his co-applicant earns 2934.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+53,Female,LP002684,Female,No,0,Not Graduate,No,3400,0.0,95.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Not Graduate
@@ -3032,13 +2553,11 @@ Female,LP002684,Female,No,0,Not Graduate,No,3400,0.0,95.0,360.0,1.0,Rural,N,"Gen
  - LoanAmount : 95.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002684. 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 3400. 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 Rural,"<table border=""1"" class=""dataframe"">
+ - 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 3400. 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 Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3055,8 +2574,6 @@ Female,LP002684,Female,No,0,Not Graduate,No,3400,0.0,95.0,360.0,1.0,Rural,N,"Gen
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002684</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -3069,17 +2586,12 @@ Female,LP002684,Female,No,0,Not Graduate,No,3400,0.0,95.0,360.0,1.0,Rural,N,"Gen
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002684 & Female & No & 0 & Not Graduate & No & 3400 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3400 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3400, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002684', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001243,Male,Yes,0,Graduate,No,3208,3066.0,172.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001243, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3208, CoapplicantIncome is 3066.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001243
- - Gender.1 : Male
+","{'ApplicantIncome': 3400, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 95.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 3400 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+54,Male,LP001243,Male,Yes,0,Graduate,No,3208,3066.0,172.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3208, CoapplicantIncome is 3066.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -3089,13 +2601,11 @@ Male,LP001243,Male,Yes,0,Graduate,No,3208,3066.0,172.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 172.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001243. 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 3208. The CoapplicantIncome is 3066.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3208. The CoapplicantIncome is 3066.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3112,8 +2622,6 @@ Male,LP001243,Male,Yes,0,Graduate,No,3208,3066.0,172.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001243</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -3126,17 +2634,12 @@ Male,LP001243,Male,Yes,0,Graduate,No,3208,3066.0,172.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001243 & Male & Yes & 0 & Graduate & No & 3208 & 3066.000000 & 172.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3208 & 3066.000000 & 172.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3208, 'CoapplicantIncome': 3066.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001243', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001532,Male,Yes,2,Not Graduate,No,2281,0.0,113.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001532, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2281, 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 : LP001532
- - Gender.1 : Male
+","{'ApplicantIncome': 3208, 'CoapplicantIncome': 3066.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', '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 3208 dollars and his co-applicant earns 3066.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+55,Male,LP001532,Male,Yes,2,Not Graduate,No,2281,0.0,113.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2281, 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 : 2
  - Education : Not Graduate
@@ -3146,13 +2649,11 @@ Male,LP001532,Male,Yes,2,Not Graduate,No,2281,0.0,113.0,360.0,1.0,Rural,N,"Gende
  - LoanAmount : 113.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001532. 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 2281. 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,"<table border=""1"" class=""dataframe"">
+ - 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 2281. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3169,8 +2670,6 @@ Male,LP001532,Male,Yes,2,Not Graduate,No,2281,0.0,113.0,360.0,1.0,Rural,N,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001532</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Not Graduate</td>
@@ -3183,17 +2682,12 @@ Male,LP001532,Male,Yes,2,Not Graduate,No,2281,0.0,113.0,360.0,1.0,Rural,N,"Gende
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001532 & Male & Yes & 2 & Not Graduate & No & 2281 & 0.000000 & 113.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2281 & 0.000000 & 113.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2281, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001532', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001256,Male,No,0,Graduate,No,3750,4750.0,176.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001256, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 4750.0, LoanAmount is 176.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001256
- - Gender.1 : Male
+","{'ApplicantIncome': 2281, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', '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 2281 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+56,Male,LP001256,Male,No,0,Graduate,No,3750,4750.0,176.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 4750.0, LoanAmount is 176.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -3203,13 +2697,11 @@ Male,LP001256,Male,No,0,Graduate,No,3750,4750.0,176.0,360.0,1.0,Urban,N,"Gender
  - LoanAmount : 176.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001256. 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 4750.0. The LoanAmount is 176.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 4750.0. The LoanAmount is 176.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3226,8 +2718,6 @@ Male,LP001256,Male,No,0,Graduate,No,3750,4750.0,176.0,360.0,1.0,Urban,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001256</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -3240,17 +2730,12 @@ Male,LP001256,Male,No,0,Graduate,No,3750,4750.0,176.0,360.0,1.0,Urban,N,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001256 & Male & No & 0 & Graduate & No & 3750 & 4750.000000 & 176.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 4750.000000 & 176.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3750, 'CoapplicantIncome': 4750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 176.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001256', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001713,Male,Yes,1,Graduate,Yes,7787,0.0,240.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001713, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7787, CoapplicantIncome is 0.0, LoanAmount is 240.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001713
- - Gender.1 : Male
+","{'ApplicantIncome': 3750, 'CoapplicantIncome': 4750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 176.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried 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 not self employed. He earns 3750 dollars and his co-applicant earns 4750.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+57,Male,LP001713,Male,Yes,1,Graduate,Yes,7787,0.0,240.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7787, CoapplicantIncome is 0.0, LoanAmount is 240.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -3260,13 +2745,11 @@ Male,LP001713,Male,Yes,1,Graduate,Yes,7787,0.0,240.0,360.0,1.0,Urban,Y,"Gender i
  - LoanAmount : 240.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001713. 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 7787. The CoapplicantIncome is 0.0. The LoanAmount is 240.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 7787. The CoapplicantIncome is 0.0. The LoanAmount is 240.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3283,8 +2766,6 @@ Male,LP001713,Male,Yes,1,Graduate,Yes,7787,0.0,240.0,360.0,1.0,Urban,Y,"Gender i
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001713</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -3297,17 +2778,12 @@ Male,LP001713,Male,Yes,1,Graduate,Yes,7787,0.0,240.0,360.0,1.0,Urban,Y,"Gender i
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001713 & Male & Yes & 1 & Graduate & Yes & 7787 & 0.000000 & 240.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 7787 & 0.000000 & 240.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 7787, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 240.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001713', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP002911,Male,Yes,1,Graduate,No,2787,1917.0,146.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002911, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2787, CoapplicantIncome is 1917.0, LoanAmount is 146.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002911
- - Gender.1 : Male
+","{'ApplicantIncome': 7787, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 240.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 240.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 7787 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+58,Male,LP002911,Male,Yes,1,Graduate,No,2787,1917.0,146.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2787, CoapplicantIncome is 1917.0, LoanAmount is 146.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -3317,13 +2793,11 @@ Male,LP002911,Male,Yes,1,Graduate,No,2787,1917.0,146.0,360.0,0.0,Rural,N,"Gender
  - LoanAmount : 146.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002911. 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 2787. The CoapplicantIncome is 1917.0. The LoanAmount is 146.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 2787. The CoapplicantIncome is 1917.0. The LoanAmount is 146.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3340,8 +2814,6 @@ Male,LP002911,Male,Yes,1,Graduate,No,2787,1917.0,146.0,360.0,0.0,Rural,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002911</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -3354,17 +2826,12 @@ Male,LP002911,Male,Yes,1,Graduate,No,2787,1917.0,146.0,360.0,0.0,Rural,N,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002911 & Male & Yes & 1 & Graduate & No & 2787 & 1917.000000 & 146.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2787 & 1917.000000 & 146.000000 & 360.000000 & 0.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2787, 'CoapplicantIncome': 1917.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 146.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002911', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002892,Male,Yes,2,Graduate,No,6540,0.0,205.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002892, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6540, CoapplicantIncome is 0.0, LoanAmount is 205.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002892
- - Gender.1 : Male
+","{'ApplicantIncome': 2787, 'CoapplicantIncome': 1917.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 146.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 146.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2787 dollars and his co-applicant earns 1917.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+59,Male,LP002892,Male,Yes,2,Graduate,No,6540,0.0,205.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6540, CoapplicantIncome is 0.0, LoanAmount is 205.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -3374,13 +2841,11 @@ Male,LP002892,Male,Yes,2,Graduate,No,6540,0.0,205.0,360.0,1.0,Semiurban,Y,"Gende
  - LoanAmount : 205.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002892. 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 6540. The CoapplicantIncome is 0.0. The LoanAmount is 205.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 6540. The CoapplicantIncome is 0.0. The LoanAmount is 205.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3397,8 +2862,6 @@ Male,LP002892,Male,Yes,2,Graduate,No,6540,0.0,205.0,360.0,1.0,Semiurban,Y,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002892</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -3411,17 +2874,12 @@ Male,LP002892,Male,Yes,2,Graduate,No,6540,0.0,205.0,360.0,1.0,Semiurban,Y,"Gende
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002892 & Male & Yes & 2 & Graduate & No & 6540 & 0.000000 & 205.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 6540 & 0.000000 & 205.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 6540, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 205.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002892', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001536,Male,Yes,3+,Graduate,No,39999,0.0,600.0,180.0,0.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001536, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 39999, CoapplicantIncome is 0.0, LoanAmount is 600.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001536
- - Gender.1 : Male
+","{'ApplicantIncome': 6540, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 205.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 205.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6540 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+60,Male,LP001536,Male,Yes,3+,Graduate,No,39999,0.0,600.0,180.0,0.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 39999, CoapplicantIncome is 0.0, LoanAmount is 600.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Graduate
@@ -3431,13 +2889,11 @@ Male,LP001536,Male,Yes,3+,Graduate,No,39999,0.0,600.0,180.0,0.0,Semiurban,Y,"Gen
  - LoanAmount : 600.0
  - Loan_Amount_Term : 180.0
  - Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001536. 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 39999. The CoapplicantIncome is 0.0. The LoanAmount is 600.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 39999. The CoapplicantIncome is 0.0. The LoanAmount is 600.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3454,8 +2910,6 @@ Male,LP001536,Male,Yes,3+,Graduate,No,39999,0.0,600.0,180.0,0.0,Semiurban,Y,"Gen
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001536</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Graduate</td>
@@ -3468,17 +2922,12 @@ Male,LP001536,Male,Yes,3+,Graduate,No,39999,0.0,600.0,180.0,0.0,Semiurban,Y,"Gen
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001536 & Male & Yes & 3+ & Graduate & No & 39999 & 0.000000 & 600.000000 & 180.000000 & 0.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 39999 & 0.000000 & 600.000000 & 180.000000 & 0.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 39999, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 600.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001536', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001052,Male,Yes,1,Graduate,,3717,2925.0,151.0,360.0,,Semiurban,N,"Gender is Male, Loan_ID is LP001052, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3717, CoapplicantIncome is 2925.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001052
- - Gender.1 : Male
+","{'ApplicantIncome': 39999, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 600.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 600.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 39999 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+61,Male,LP001052,Male,Yes,1,Graduate,,3717,2925.0,151.0,360.0,,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3717, CoapplicantIncome is 2925.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -3488,13 +2937,11 @@ Male,LP001052,Male,Yes,1,Graduate,,3717,2925.0,151.0,360.0,,Semiurban,N,"Gender
  - LoanAmount : 151.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001052. 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 3717. The CoapplicantIncome is 2925.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3717. The CoapplicantIncome is 2925.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3511,8 +2958,6 @@ Male,LP001052,Male,Yes,1,Graduate,,3717,2925.0,151.0,360.0,,Semiurban,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001052</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -3525,17 +2970,12 @@ Male,LP001052,Male,Yes,1,Graduate,,3717,2925.0,151.0,360.0,,Semiurban,N,"Gender
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\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 & LP001052 & Male & Yes & 1 & Graduate & NaN & 3717 & 2925.000000 & 151.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & None & 3717 & 2925.000000 & 151.000000 & 360.000000 & None & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3717, 'CoapplicantIncome': 2925.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 151.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001052', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP002778,Male,Yes,2,Graduate,Yes,6633,0.0,,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002778, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6633, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002778
- - Gender.1 : Male
+","{'ApplicantIncome': 3717, 'CoapplicantIncome': 2925.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 151.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A married male individual is applying for a loan of 151.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and has unknown self employment status. He earns 3717 dollars and his co-applicant earns 2925.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+62,Male,LP002778,Male,Yes,2,Graduate,Yes,6633,0.0,,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6633, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -3545,13 +2985,11 @@ Male,LP002778,Male,Yes,2,Graduate,Yes,6633,0.0,,360.0,0.0,Rural,N,"Gender is Mal
  - LoanAmount : None
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002778. 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 6633. 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 Rural,"<table border=""1"" class=""dataframe"">
+ - 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 6633. 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 Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3568,8 +3006,6 @@ Male,LP002778,Male,Yes,2,Graduate,Yes,6633,0.0,,360.0,0.0,Rural,N,"Gender is Mal
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002778</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -3582,17 +3018,12 @@ Male,LP002778,Male,Yes,2,Graduate,Yes,6633,0.0,,360.0,0.0,Rural,N,"Gender is Mal
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\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 & LP002778 & Male & Yes & 2 & Graduate & Yes & 6633 & 0.000000 & NaN & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 2 & Graduate & Yes & 6633 & 0.000000 & None & 360.000000 & 0.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 6633, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002778', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Female,LP002407,Female,Yes,0,Not Graduate,Yes,7142,0.0,138.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002407, Gender.1 is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 7142, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002407
- - Gender.1 : Female
+","{'ApplicantIncome': 6633, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",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 a graduate and is self employed. He earns 6633 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+63,Female,LP002407,Female,Yes,0,Not Graduate,Yes,7142,0.0,138.0,360.0,1.0,Rural,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 7142, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
  - Married : Yes
  - Dependents : 0
  - Education : Not Graduate
@@ -3602,13 +3033,11 @@ Female,LP002407,Female,Yes,0,Not Graduate,Yes,7142,0.0,138.0,360.0,1.0,Rural,Y,"
  - LoanAmount : 138.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002407. The Gender.1 is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 7142. 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,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Rural",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 7142. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3625,8 +3054,6 @@ Female,LP002407,Female,Yes,0,Not Graduate,Yes,7142,0.0,138.0,360.0,1.0,Rural,Y,"
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002407</td>
-      <td>Female</td>
       <td>Yes</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -3639,17 +3066,12 @@ Female,LP002407,Female,Yes,0,Not Graduate,Yes,7142,0.0,138.0,360.0,1.0,Rural,Y,"
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002407 & Female & Yes & 0 & Not Graduate & Yes & 7142 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & Yes & 7142 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 7142, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002407', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP002266,Male,Yes,2,Graduate,No,3100,1400.0,113.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002266, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3100, CoapplicantIncome is 1400.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002266
- - Gender.1 : Male
+","{'ApplicantIncome': 7142, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married female individual is applying for a loan of 138.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is self employed. She earns 7142 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+64,Male,LP002266,Male,Yes,2,Graduate,No,3100,1400.0,113.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3100, CoapplicantIncome is 1400.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -3659,13 +3081,11 @@ Male,LP002266,Male,Yes,2,Graduate,No,3100,1400.0,113.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 113.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002266. 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 3100. The CoapplicantIncome is 1400.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3100. The CoapplicantIncome is 1400.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3682,8 +3102,6 @@ Male,LP002266,Male,Yes,2,Graduate,No,3100,1400.0,113.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002266</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -3696,17 +3114,12 @@ Male,LP002266,Male,Yes,2,Graduate,No,3100,1400.0,113.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002266 & Male & Yes & 2 & Graduate & No & 3100 & 1400.000000 & 113.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3100 & 1400.000000 & 113.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3100, 'CoapplicantIncome': 1400.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002266', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002231,Female,No,0,Graduate,No,6000,0.0,156.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002231, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 156.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002231
- - Gender.1 : Female
+","{'ApplicantIncome': 3100, 'CoapplicantIncome': 1400.0, 'Credit_History': 1.0, 'Dependents': '2', '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 3100 dollars and his co-applicant earns 1400.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+65,Female,LP002231,Female,No,0,Graduate,No,6000,0.0,156.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 156.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -3716,13 +3129,11 @@ Female,LP002231,Female,No,0,Graduate,No,6000,0.0,156.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 156.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002231. 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 6000. The CoapplicantIncome is 0.0. The LoanAmount is 156.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 6000. The CoapplicantIncome is 0.0. The LoanAmount is 156.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3739,8 +3150,6 @@ Female,LP002231,Female,No,0,Graduate,No,6000,0.0,156.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002231</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -3753,17 +3162,12 @@ Female,LP002231,Female,No,0,Graduate,No,6000,0.0,156.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002231 & Female & No & 0 & Graduate & No & 6000 & 0.000000 & 156.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 6000 & 0.000000 & 156.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 156.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002231', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001087,Female,No,2,Graduate,,3750,2083.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Loan_ID is LP001087, Gender.1 is Female, Married is No, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 3750, CoapplicantIncome is 2083.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
- - Loan_ID : LP001087
- - Gender.1 : Female
+","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 156.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 156.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 6000 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+66,Female,LP001087,Female,No,2,Graduate,,3750,2083.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 3750, CoapplicantIncome is 2083.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
  - Married : No
  - Dependents : 2
  - Education : Graduate
@@ -3773,13 +3177,11 @@ Female,LP001087,Female,No,2,Graduate,,3750,2083.0,120.0,360.0,1.0,Semiurban,Y,"G
  - LoanAmount : 120.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Female. The Loan_ID is LP001087. The Gender.1 is Female. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3750. The CoapplicantIncome is 2083.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3750. The CoapplicantIncome is 2083.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3796,8 +3198,6 @@ Female,LP001087,Female,No,2,Graduate,,3750,2083.0,120.0,360.0,1.0,Semiurban,Y,"G
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP001087</td>
-      <td>Female</td>
       <td>No</td>
       <td>2</td>
       <td>Graduate</td>
@@ -3810,17 +3210,12 @@ Female,LP001087,Female,No,2,Graduate,,3750,2083.0,120.0,360.0,1.0,Semiurban,Y,"G
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP001087 & Female & No & 2 & Graduate & NaN & 3750 & 2083.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Female & No & 2 & Graduate & None & 3750 & 2083.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3750, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001087', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}]"
-Male,LP002531,Male,Yes,1,Graduate,Yes,16667,2250.0,86.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002531, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16667, CoapplicantIncome is 2250.0, LoanAmount is 86.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002531
- - Gender.1 : Male
+","{'ApplicantIncome': 3750, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",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 has unknown self employment status. She earns 3750 dollars and her co-applicant earns 2083.0 dollars. She has 2 people that she is liable to provide maintenance for. She lives in semiurban area.
+67,Male,LP002531,Male,Yes,1,Graduate,Yes,16667,2250.0,86.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16667, CoapplicantIncome is 2250.0, LoanAmount is 86.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -3830,13 +3225,11 @@ Male,LP002531,Male,Yes,1,Graduate,Yes,16667,2250.0,86.0,360.0,1.0,Semiurban,Y,"G
  - LoanAmount : 86.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002531. 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 16667. The CoapplicantIncome is 2250.0. The LoanAmount is 86.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 16667. The CoapplicantIncome is 2250.0. The LoanAmount is 86.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3853,8 +3246,6 @@ Male,LP002531,Male,Yes,1,Graduate,Yes,16667,2250.0,86.0,360.0,1.0,Semiurban,Y,"G
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002531</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -3867,17 +3258,12 @@ Male,LP002531,Male,Yes,1,Graduate,Yes,16667,2250.0,86.0,360.0,1.0,Semiurban,Y,"G
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002531 & Male & Yes & 1 & Graduate & Yes & 16667 & 2250.000000 & 86.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 16667 & 2250.000000 & 86.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 16667, 'CoapplicantIncome': 2250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 86.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002531', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001854,Male,Yes,3+,Graduate,No,5250,0.0,94.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001854, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5250, CoapplicantIncome is 0.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001854
- - Gender.1 : Male
+","{'ApplicantIncome': 16667, 'CoapplicantIncome': 2250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 86.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 86.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 16667 dollars and his co-applicant earns 2250.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+68,Male,LP001854,Male,Yes,3+,Graduate,No,5250,0.0,94.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5250, CoapplicantIncome is 0.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Graduate
@@ -3887,13 +3273,11 @@ Male,LP001854,Male,Yes,3+,Graduate,No,5250,0.0,94.0,360.0,1.0,Urban,N,"Gender is
  - LoanAmount : 94.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001854. 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 5250. 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 Urban,"<table border=""1"" class=""dataframe"">
+ - 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 5250. 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 Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3910,8 +3294,6 @@ Male,LP001854,Male,Yes,3+,Graduate,No,5250,0.0,94.0,360.0,1.0,Urban,N,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001854</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Graduate</td>
@@ -3924,17 +3306,12 @@ Male,LP001854,Male,Yes,3+,Graduate,No,5250,0.0,94.0,360.0,1.0,Urban,N,"Gender is
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001854 & Male & Yes & 3+ & Graduate & No & 5250 & 0.000000 & 94.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 5250 & 0.000000 & 94.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 5250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001854', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001657,Male,Yes,0,Not Graduate,No,6033,0.0,160.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP001657, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6033, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001657
- - Gender.1 : Male
+","{'ApplicantIncome': 5250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male 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 5250 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
+69,Male,LP001657,Male,Yes,0,Not Graduate,No,6033,0.0,160.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6033, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Not Graduate
@@ -3944,13 +3321,11 @@ Male,LP001657,Male,Yes,0,Not Graduate,No,6033,0.0,160.0,360.0,1.0,Urban,N,"Gende
  - LoanAmount : 160.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001657. 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 6033. 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,"<table border=""1"" class=""dataframe"">
+ - 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 6033. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -3967,8 +3342,6 @@ Male,LP001657,Male,Yes,0,Not Graduate,No,6033,0.0,160.0,360.0,1.0,Urban,N,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001657</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -3981,17 +3354,12 @@ Male,LP001657,Male,Yes,0,Not Graduate,No,6033,0.0,160.0,360.0,1.0,Urban,N,"Gende
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001657 & Male & Yes & 0 & Not Graduate & No & 6033 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 6033 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 6033, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001657', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP002357,Female,No,0,Not Graduate,No,2720,0.0,80.0,,0.0,Urban,N,"Gender is Female, Loan_ID is LP002357, Gender.1 is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2720, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002357
- - Gender.1 : Female
+","{'ApplicantIncome': 6033, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not 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 has a credit history. He is not a graduate and is not self employed. He earns 6033 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+70,Female,LP002357,Female,No,0,Not Graduate,No,2720,0.0,80.0,,0.0,Urban,N,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2720, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Not Graduate
@@ -4001,13 +3369,11 @@ Female,LP002357,Female,No,0,Not Graduate,No,2720,0.0,80.0,,0.0,Urban,N,"Gender i
  - LoanAmount : 80.0
  - Loan_Amount_Term : None
  - Credit_History : 0.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002357. 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 2720. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2720. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4024,8 +3390,6 @@ Female,LP002357,Female,No,0,Not Graduate,No,2720,0.0,80.0,,0.0,Urban,N,"Gender i
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002357</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -4038,17 +3402,12 @@ Female,LP002357,Female,No,0,Not Graduate,No,2720,0.0,80.0,,0.0,Urban,N,"Gender i
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\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 & LP002357 & Female & No & 0 & Not Graduate & No & 2720 & 0.000000 & 80.000000 & NaN & 0.000000 & Urban \\
-\bottomrule
+</table>","\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 & 2720 & 0.000000 & 80.000000 & None & 0.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2720, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 80.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP002357', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001904,Male,Yes,0,Graduate,No,3103,1300.0,80.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001904, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3103, CoapplicantIncome is 1300.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001904
- - Gender.1 : Male
+","{'ApplicantIncome': 2720, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 80.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 80.0 dollars for unknown months. She does not have a credit history. She is not a graduate and is not self employed. She earns 2720 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+71,Male,LP001904,Male,Yes,0,Graduate,No,3103,1300.0,80.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3103, CoapplicantIncome is 1300.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -4058,13 +3417,11 @@ Male,LP001904,Male,Yes,0,Graduate,No,3103,1300.0,80.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 80.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001904. 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 3103. The CoapplicantIncome is 1300.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3103. The CoapplicantIncome is 1300.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4081,8 +3438,6 @@ Male,LP001904,Male,Yes,0,Graduate,No,3103,1300.0,80.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001904</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -4095,17 +3450,12 @@ Male,LP001904,Male,Yes,0,Graduate,No,3103,1300.0,80.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001904 & Male & Yes & 0 & Graduate & No & 3103 & 1300.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3103 & 1300.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3103, 'CoapplicantIncome': 1300.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001904', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001603,Male,Yes,0,Not Graduate,Yes,4344,736.0,87.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001603, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4344, CoapplicantIncome is 736.0, LoanAmount is 87.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001603
- - Gender.1 : Male
+","{'ApplicantIncome': 3103, 'CoapplicantIncome': 1300.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married 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 3103 dollars and his co-applicant earns 1300.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+72,Male,LP001603,Male,Yes,0,Not Graduate,Yes,4344,736.0,87.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4344, CoapplicantIncome is 736.0, LoanAmount is 87.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Not Graduate
@@ -4115,13 +3465,11 @@ Male,LP001603,Male,Yes,0,Not Graduate,Yes,4344,736.0,87.0,360.0,1.0,Semiurban,N,
  - LoanAmount : 87.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001603. 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 4344. The CoapplicantIncome is 736.0. The LoanAmount is 87.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Semiurban",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 4344. The CoapplicantIncome is 736.0. The LoanAmount is 87.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4138,8 +3486,6 @@ Male,LP001603,Male,Yes,0,Not Graduate,Yes,4344,736.0,87.0,360.0,1.0,Semiurban,N,
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001603</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -4152,17 +3498,12 @@ Male,LP001603,Male,Yes,0,Not Graduate,Yes,4344,736.0,87.0,360.0,1.0,Semiurban,N,
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001603 & Male & Yes & 0 & Not Graduate & Yes & 4344 & 736.000000 & 87.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 4344 & 736.000000 & 87.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 4344, 'CoapplicantIncome': 736.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 87.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001603', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001497,Male,Yes,2,Graduate,No,5042,2083.0,185.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001497, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5042, CoapplicantIncome is 2083.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001497
- - Gender.1 : Male
+","{'ApplicantIncome': 4344, 'CoapplicantIncome': 736.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 87.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 87.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 4344 dollars and his co-applicant earns 736.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+73,Male,LP001497,Male,Yes,2,Graduate,No,5042,2083.0,185.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5042, CoapplicantIncome is 2083.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -4172,13 +3513,11 @@ Male,LP001497,Male,Yes,2,Graduate,No,5042,2083.0,185.0,360.0,1.0,Rural,N,"Gender
  - LoanAmount : 185.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001497. 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 5042. The CoapplicantIncome is 2083.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 5042. The CoapplicantIncome is 2083.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4195,8 +3534,6 @@ Male,LP001497,Male,Yes,2,Graduate,No,5042,2083.0,185.0,360.0,1.0,Rural,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001497</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -4209,17 +3546,12 @@ Male,LP001497,Male,Yes,2,Graduate,No,5042,2083.0,185.0,360.0,1.0,Rural,N,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001497 & Male & Yes & 2 & Graduate & No & 5042 & 2083.000000 & 185.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 5042 & 2083.000000 & 185.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 5042, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001497', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001263,Male,Yes,3+,Graduate,No,3167,4000.0,180.0,300.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001263, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 4000.0, LoanAmount is 180.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001263
- - Gender.1 : Male
+","{'ApplicantIncome': 5042, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': '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 a credit history. He is a graduate and is not self employed. He earns 5042 dollars and his co-applicant earns 2083.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+74,Male,LP001263,Male,Yes,3+,Graduate,No,3167,4000.0,180.0,300.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 4000.0, LoanAmount is 180.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Graduate
@@ -4229,13 +3561,11 @@ Male,LP001263,Male,Yes,3+,Graduate,No,3167,4000.0,180.0,300.0,0.0,Semiurban,N,"G
  - LoanAmount : 180.0
  - Loan_Amount_Term : 300.0
  - Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001263. 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 3167. The CoapplicantIncome is 4000.0. The LoanAmount is 180.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3167. The CoapplicantIncome is 4000.0. The LoanAmount is 180.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4252,8 +3582,6 @@ Male,LP001263,Male,Yes,3+,Graduate,No,3167,4000.0,180.0,300.0,0.0,Semiurban,N,"G
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001263</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Graduate</td>
@@ -4266,17 +3594,12 @@ Male,LP001263,Male,Yes,3+,Graduate,No,3167,4000.0,180.0,300.0,0.0,Semiurban,N,"G
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001263 & Male & Yes & 3+ & Graduate & No & 3167 & 4000.000000 & 180.000000 & 300.000000 & 0.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3167 & 4000.000000 & 180.000000 & 300.000000 & 0.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3167, 'CoapplicantIncome': 4000.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP001263', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001266,Male,Yes,1,Graduate,Yes,2395,0.0,,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001266, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2395, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001266
- - Gender.1 : Male
+","{'ApplicantIncome': 3167, 'CoapplicantIncome': 4000.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 25.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3167 dollars and his co-applicant earns 4000.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+75,Male,LP001266,Male,Yes,1,Graduate,Yes,2395,0.0,,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2395, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -4286,13 +3609,11 @@ Male,LP001266,Male,Yes,1,Graduate,Yes,2395,0.0,,360.0,1.0,Semiurban,Y,"Gender is
  - LoanAmount : None
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001266. 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 2395. 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,"<table border=""1"" class=""dataframe"">
+ - 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 2395. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4309,8 +3630,6 @@ Male,LP001266,Male,Yes,1,Graduate,Yes,2395,0.0,,360.0,1.0,Semiurban,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001266</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -4323,17 +3642,12 @@ Male,LP001266,Male,Yes,1,Graduate,Yes,2395,0.0,,360.0,1.0,Semiurban,Y,"Gender is
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\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 & LP001266 & Male & Yes & 1 & Graduate & Yes & 2395 & 0.000000 & NaN & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & Yes & 2395 & 0.000000 & None & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2395, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001266', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002622,Male,Yes,2,Graduate,No,3510,4416.0,243.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002622, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3510, CoapplicantIncome is 4416.0, LoanAmount is 243.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002622
- - Gender.1 : Male
+","{'ApplicantIncome': 2395, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",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 self employed. He earns 2395 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+76,Male,LP002622,Male,Yes,2,Graduate,No,3510,4416.0,243.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3510, CoapplicantIncome is 4416.0, LoanAmount is 243.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -4343,13 +3657,11 @@ Male,LP002622,Male,Yes,2,Graduate,No,3510,4416.0,243.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 243.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002622. 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 3510. The CoapplicantIncome is 4416.0. The LoanAmount is 243.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 3510. The CoapplicantIncome is 4416.0. The LoanAmount is 243.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4366,8 +3678,6 @@ Male,LP002622,Male,Yes,2,Graduate,No,3510,4416.0,243.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002622</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -4380,17 +3690,12 @@ Male,LP002622,Male,Yes,2,Graduate,No,3510,4416.0,243.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002622 & Male & Yes & 2 & Graduate & No & 3510 & 4416.000000 & 243.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3510 & 4416.000000 & 243.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3510, 'CoapplicantIncome': 4416.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 243.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002622', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001213,Male,Yes,1,Graduate,No,4945,0.0,,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP001213, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4945, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001213
- - Gender.1 : Male
+","{'ApplicantIncome': 3510, 'CoapplicantIncome': 4416.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 243.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 243.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3510 dollars and his co-applicant earns 4416.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+77,Male,LP001213,Male,Yes,1,Graduate,No,4945,0.0,,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4945, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -4400,13 +3705,11 @@ Male,LP001213,Male,Yes,1,Graduate,No,4945,0.0,,360.0,0.0,Rural,N,"Gender is Male
  - LoanAmount : None
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001213. 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 4945. 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 Rural,"<table border=""1"" class=""dataframe"">
+ - 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 4945. 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 Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4423,8 +3726,6 @@ Male,LP001213,Male,Yes,1,Graduate,No,4945,0.0,,360.0,0.0,Rural,N,"Gender is Male
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001213</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -4437,17 +3738,12 @@ Male,LP001213,Male,Yes,1,Graduate,No,4945,0.0,,360.0,0.0,Rural,N,"Gender is Male
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\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 & LP001213 & Male & Yes & 1 & Graduate & No & 4945 & 0.000000 & NaN & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrlrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 1 & Graduate & No & 4945 & 0.000000 & None & 360.000000 & 0.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 4945, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001213', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002277,Female,No,0,Graduate,No,3180,0.0,71.0,360.0,0.0,Urban,N,"Gender is Female, Loan_ID is LP002277, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3180, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002277
- - Gender.1 : Female
+","{'ApplicantIncome': 4945, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': '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 does not have a credit history. He is a graduate and is not self employed. He earns 4945 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+78,Female,LP002277,Female,No,0,Graduate,No,3180,0.0,71.0,360.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3180, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -4457,13 +3753,11 @@ Female,LP002277,Female,No,0,Graduate,No,3180,0.0,71.0,360.0,0.0,Urban,N,"Gender
  - LoanAmount : 71.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002277. 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 3180. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3180. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4480,8 +3774,6 @@ Female,LP002277,Female,No,0,Graduate,No,3180,0.0,71.0,360.0,0.0,Urban,N,"Gender
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002277</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -4494,17 +3786,12 @@ Female,LP002277,Female,No,0,Graduate,No,3180,0.0,71.0,360.0,0.0,Urban,N,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002277 & Female & No & 0 & Graduate & No & 3180 & 0.000000 & 71.000000 & 360.000000 & 0.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3180 & 0.000000 & 71.000000 & 360.000000 & 0.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3180, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002277', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001248,Male,No,0,Graduate,No,3500,0.0,81.0,300.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001248, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001248
- - Gender.1 : Male
+","{'ApplicantIncome': 3180, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 71.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 3180 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+79,Male,LP001248,Male,No,0,Graduate,No,3500,0.0,81.0,300.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -4514,13 +3801,11 @@ Male,LP001248,Male,No,0,Graduate,No,3500,0.0,81.0,300.0,1.0,Semiurban,Y,"Gender
  - LoanAmount : 81.0
  - Loan_Amount_Term : 300.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001248. 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 3500. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3500. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4537,8 +3822,6 @@ Male,LP001248,Male,No,0,Graduate,No,3500,0.0,81.0,300.0,1.0,Semiurban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001248</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -4551,17 +3834,12 @@ Male,LP001248,Male,No,0,Graduate,No,3500,0.0,81.0,300.0,1.0,Semiurban,Y,"Gender
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001248 & Male & No & 0 & Graduate & No & 3500 & 0.000000 & 81.000000 & 300.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3500 & 0.000000 & 81.000000 & 300.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 300.0, 'Loan_ID': 'LP001248', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002505,Male,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender is Male, Loan_ID is LP002505, Gender.1 is Male, 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 : Male
- - Loan_ID : LP002505
- - Gender.1 : Male
+","{'ApplicantIncome': 3500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 300.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 81.0 dollars for 25.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3500 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+80,Male,LP002505,Male,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 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 : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -4571,13 +3849,11 @@ Male,LP002505,Male,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender
  - LoanAmount : 110.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002505. 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 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,"<table border=""1"" class=""dataframe"">
+ - 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 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4594,8 +3870,6 @@ Male,LP002505,Male,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002505</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -4608,17 +3882,12 @@ Male,LP002505,Male,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002505 & Male & Yes & 0 & Graduate & No & 4333 & 2451.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 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': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002505', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002868,Male,Yes,2,Graduate,No,3159,461.0,108.0,84.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002868, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3159, CoapplicantIncome is 461.0, LoanAmount is 108.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002868
- - Gender.1 : Male
+","{'ApplicantIncome': 4333, 'CoapplicantIncome': 2451.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': '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 a graduate and is not self employed. He earns 4333 dollars and his co-applicant earns 2451.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+81,Male,LP002868,Male,Yes,2,Graduate,No,3159,461.0,108.0,84.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3159, CoapplicantIncome is 461.0, LoanAmount is 108.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -4628,13 +3897,11 @@ Male,LP002868,Male,Yes,2,Graduate,No,3159,461.0,108.0,84.0,1.0,Urban,Y,"Gender i
  - LoanAmount : 108.0
  - Loan_Amount_Term : 84.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002868. 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 3159. The CoapplicantIncome is 461.0. The LoanAmount is 108.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3159. The CoapplicantIncome is 461.0. The LoanAmount is 108.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4651,8 +3918,6 @@ Male,LP002868,Male,Yes,2,Graduate,No,3159,461.0,108.0,84.0,1.0,Urban,Y,"Gender i
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002868</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -4665,17 +3930,12 @@ Male,LP002868,Male,Yes,2,Graduate,No,3159,461.0,108.0,84.0,1.0,Urban,Y,"Gender i
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002868 & Male & Yes & 2 & Graduate & No & 3159 & 461.000000 & 108.000000 & 84.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3159 & 461.000000 & 108.000000 & 84.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3159, 'CoapplicantIncome': 461.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 84.0, 'Loan_ID': 'LP002868', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002863,Male,Yes,3+,Graduate,No,6406,0.0,150.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP002863, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 6406, CoapplicantIncome is 0.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002863
- - Gender.1 : Male
+","{'ApplicantIncome': 3159, 'CoapplicantIncome': 461.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 84.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 108.0 dollars for 7.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3159 dollars and his co-applicant earns 461.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+82,Male,LP002863,Male,Yes,3+,Graduate,No,6406,0.0,150.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 6406, CoapplicantIncome is 0.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Graduate
@@ -4685,13 +3945,11 @@ Male,LP002863,Male,Yes,3+,Graduate,No,6406,0.0,150.0,360.0,1.0,Semiurban,N,"Gend
  - LoanAmount : 150.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002863. 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 6406. 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,"<table border=""1"" class=""dataframe"">
+ - 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 6406. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4708,8 +3966,6 @@ Male,LP002863,Male,Yes,3+,Graduate,No,6406,0.0,150.0,360.0,1.0,Semiurban,N,"Gend
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002863</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Graduate</td>
@@ -4722,17 +3978,12 @@ Male,LP002863,Male,Yes,3+,Graduate,No,6406,0.0,150.0,360.0,1.0,Semiurban,N,"Gend
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002863 & Male & Yes & 3+ & Graduate & No & 6406 & 0.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 6406 & 0.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 6406, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002863', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002840,Female,No,0,Graduate,No,2378,0.0,9.0,360.0,1.0,Urban,N,"Gender is Female, Loan_ID is LP002840, 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 9.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002840
- - Gender.1 : Female
+","{'ApplicantIncome': 6406, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', '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 6406 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+83,Female,LP002840,Female,No,0,Graduate,No,2378,0.0,9.0,360.0,1.0,Urban,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 9.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -4742,13 +3993,11 @@ Female,LP002840,Female,No,0,Graduate,No,2378,0.0,9.0,360.0,1.0,Urban,N,"Gender i
  - LoanAmount : 9.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002840. 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 9.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2378. The CoapplicantIncome is 0.0. The LoanAmount is 9.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4765,8 +4014,6 @@ Female,LP002840,Female,No,0,Graduate,No,2378,0.0,9.0,360.0,1.0,Urban,N,"Gender i
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002840</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -4779,17 +4026,12 @@ Female,LP002840,Female,No,0,Graduate,No,2378,0.0,9.0,360.0,1.0,Urban,N,"Gender i
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002840 & Female & No & 0 & Graduate & No & 2378 & 0.000000 & 9.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 9.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2378, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 9.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002840', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001357,Male,,,Graduate,No,3816,754.0,160.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001357, Gender.1 is Male, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 3816, CoapplicantIncome is 754.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001357
- - Gender.1 : Male
+","{'ApplicantIncome': 2378, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 9.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 9.0 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 urban area.
+84,Male,LP001357,Male,,,Graduate,No,3816,754.0,160.0,360.0,1.0,Urban,Y,"Gender is Male, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 3816, CoapplicantIncome is 754.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : None
  - Dependents : None
  - Education : Graduate
@@ -4799,13 +4041,11 @@ Male,LP001357,Male,,,Graduate,No,3816,754.0,160.0,360.0,1.0,Urban,Y,"Gender is M
  - LoanAmount : 160.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001357. The Gender.1 is Male. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3816. The CoapplicantIncome is 754.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Urban",The Gender is Male. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3816. The CoapplicantIncome is 754.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4822,8 +4062,6 @@ Male,LP001357,Male,,,Graduate,No,3816,754.0,160.0,360.0,1.0,Urban,Y,"Gender is M
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001357</td>
-      <td>Male</td>
       <td>None</td>
       <td>None</td>
       <td>Graduate</td>
@@ -4836,17 +4074,12 @@ Male,LP001357,Male,,,Graduate,No,3816,754.0,160.0,360.0,1.0,Urban,Y,"Gender is M
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001357 & Male & NaN & NaN & Graduate & No & 3816 & 754.000000 & 160.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & None & None & Graduate & No & 3816 & 754.000000 & 160.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3816, 'CoapplicantIncome': 754.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001357', 'Married': None, 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002082,Male,Yes,0,Graduate,Yes,5818,2160.0,184.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002082, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5818, CoapplicantIncome is 2160.0, LoanAmount is 184.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002082
- - Gender.1 : Male
+","{'ApplicantIncome': 3816, 'CoapplicantIncome': 754.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': None, 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A person with unknown marital status 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 3816 dollars and his co-applicant earns 754.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+85,Male,LP002082,Male,Yes,0,Graduate,Yes,5818,2160.0,184.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5818, CoapplicantIncome is 2160.0, LoanAmount is 184.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -4856,13 +4089,11 @@ Male,LP002082,Male,Yes,0,Graduate,Yes,5818,2160.0,184.0,360.0,1.0,Semiurban,Y,"G
  - LoanAmount : 184.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002082. 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 5818. The CoapplicantIncome is 2160.0. The LoanAmount is 184.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 5818. The CoapplicantIncome is 2160.0. The LoanAmount is 184.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4879,8 +4110,6 @@ Male,LP002082,Male,Yes,0,Graduate,Yes,5818,2160.0,184.0,360.0,1.0,Semiurban,Y,"G
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002082</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -4893,17 +4122,12 @@ Male,LP002082,Male,Yes,0,Graduate,Yes,5818,2160.0,184.0,360.0,1.0,Semiurban,Y,"G
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002082 & Male & Yes & 0 & Graduate & Yes & 5818 & 2160.000000 & 184.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 5818 & 2160.000000 & 184.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 5818, 'CoapplicantIncome': 2160.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 184.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002082', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP002842,Male,Yes,1,Graduate,No,3417,1750.0,186.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002842, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3417, CoapplicantIncome is 1750.0, LoanAmount is 186.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002842
- - Gender.1 : Male
+","{'ApplicantIncome': 5818, 'CoapplicantIncome': 2160.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 184.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married 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 self employed. He earns 5818 dollars and his co-applicant earns 2160.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+86,Male,LP002842,Male,Yes,1,Graduate,No,3417,1750.0,186.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3417, CoapplicantIncome is 1750.0, LoanAmount is 186.0, 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,LP002842,Male,Yes,1,Graduate,No,3417,1750.0,186.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 186.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002842. 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 3417. The CoapplicantIncome is 1750.0. The LoanAmount is 186.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3417. The CoapplicantIncome is 1750.0. The LoanAmount is 186.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4936,8 +4158,6 @@ Male,LP002842,Male,Yes,1,Graduate,No,3417,1750.0,186.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002842</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -4950,17 +4170,12 @@ Male,LP002842,Male,Yes,1,Graduate,No,3417,1750.0,186.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002842 & Male & Yes & 1 & Graduate & No & 3417 & 1750.000000 & 186.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3417 & 1750.000000 & 186.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3417, 'CoapplicantIncome': 1750.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 186.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002842', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002926,Male,Yes,2,Graduate,Yes,2726,0.0,106.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP002926, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2726, CoapplicantIncome is 0.0, LoanAmount is 106.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002926
- - Gender.1 : Male
+","{'ApplicantIncome': 3417, 'CoapplicantIncome': 1750.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': '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 a credit history. He is a graduate and is not self employed. He earns 3417 dollars and his co-applicant earns 1750.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+87,Male,LP002926,Male,Yes,2,Graduate,Yes,2726,0.0,106.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2726, CoapplicantIncome is 0.0, LoanAmount is 106.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -4970,13 +4185,11 @@ Male,LP002926,Male,Yes,2,Graduate,Yes,2726,0.0,106.0,360.0,0.0,Semiurban,N,"Gend
  - LoanAmount : 106.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002926. 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 2726. The CoapplicantIncome is 0.0. The LoanAmount is 106.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 2726. The CoapplicantIncome is 0.0. The LoanAmount is 106.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -4993,8 +4206,6 @@ Male,LP002926,Male,Yes,2,Graduate,Yes,2726,0.0,106.0,360.0,0.0,Semiurban,N,"Gend
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002926</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -5007,17 +4218,12 @@ Male,LP002926,Male,Yes,2,Graduate,Yes,2726,0.0,106.0,360.0,0.0,Semiurban,N,"Gend
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002926 & Male & Yes & 2 & Graduate & Yes & 2726 & 0.000000 & 106.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 2726 & 0.000000 & 106.000000 & 360.000000 & 0.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2726, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 106.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002926', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}]"
-Male,LP001013,Male,Yes,0,Not Graduate,No,2333,1516.0,95.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001013, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 1516.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001013
- - Gender.1 : Male
+","{'ApplicantIncome': 2726, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 106.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 106.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 2726 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+88,Male,LP001013,Male,Yes,0,Not Graduate,No,2333,1516.0,95.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 1516.0, 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 : Not Graduate
@@ -5027,13 +4233,11 @@ Male,LP001013,Male,Yes,0,Not Graduate,No,2333,1516.0,95.0,360.0,1.0,Urban,Y,"Gen
  - LoanAmount : 95.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001013. 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 2333. The CoapplicantIncome is 1516.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2333. The CoapplicantIncome is 1516.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5050,8 +4254,6 @@ Male,LP001013,Male,Yes,0,Not Graduate,No,2333,1516.0,95.0,360.0,1.0,Urban,Y,"Gen
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001013</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -5064,17 +4266,12 @@ Male,LP001013,Male,Yes,0,Not Graduate,No,2333,1516.0,95.0,360.0,1.0,Urban,Y,"Gen
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001013 & Male & Yes & 0 & Not Graduate & No & 2333 & 1516.000000 & 95.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 2333 & 1516.000000 & 95.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2333, 'CoapplicantIncome': 1516.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001013', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001922,Male,Yes,0,Graduate,No,20667,0.0,,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001922, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20667, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001922
- - Gender.1 : Male
+","{'ApplicantIncome': 2333, 'CoapplicantIncome': 1516.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not 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 not a graduate and is not self employed. He earns 2333 dollars and his co-applicant earns 1516.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+89,Male,LP001922,Male,Yes,0,Graduate,No,20667,0.0,,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20667, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -5084,13 +4281,11 @@ Male,LP001922,Male,Yes,0,Graduate,No,20667,0.0,,360.0,1.0,Rural,N,"Gender is Mal
  - LoanAmount : None
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001922. 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 20667. 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 Rural,"<table border=""1"" class=""dataframe"">
+ - 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 20667. 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 Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5107,8 +4302,6 @@ Male,LP001922,Male,Yes,0,Graduate,No,20667,0.0,,360.0,1.0,Rural,N,"Gender is Mal
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001922</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -5121,17 +4314,12 @@ Male,LP001922,Male,Yes,0,Graduate,No,20667,0.0,,360.0,1.0,Rural,N,"Gender is Mal
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\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 & LP001922 & Male & Yes & 0 & Graduate & No & 20667 & 0.000000 & NaN & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 20667 & 0.000000 & None & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 20667, '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': 'LP001922', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001488,Male,Yes,3+,Graduate,No,4000,7750.0,290.0,360.0,1.0,Semiurban,N,"Gender is Male, Loan_ID is LP001488, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 7750.0, LoanAmount is 290.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001488
- - Gender.1 : Male
+","{'ApplicantIncome': 20667, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': '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 a graduate and is not self employed. He earns 20667 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+90,Male,LP001488,Male,Yes,3+,Graduate,No,4000,7750.0,290.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 7750.0, LoanAmount is 290.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Graduate
@@ -5141,13 +4329,11 @@ Male,LP001488,Male,Yes,3+,Graduate,No,4000,7750.0,290.0,360.0,1.0,Semiurban,N,"G
  - LoanAmount : 290.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001488. 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 4000. The CoapplicantIncome is 7750.0. The LoanAmount is 290.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 4000. The CoapplicantIncome is 7750.0. The LoanAmount is 290.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5164,8 +4350,6 @@ Male,LP001488,Male,Yes,3+,Graduate,No,4000,7750.0,290.0,360.0,1.0,Semiurban,N,"G
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001488</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Graduate</td>
@@ -5178,17 +4362,12 @@ Male,LP001488,Male,Yes,3+,Graduate,No,4000,7750.0,290.0,360.0,1.0,Semiurban,N,"G
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001488 & Male & Yes & 3+ & Graduate & No & 4000 & 7750.000000 & 290.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 4000 & 7750.000000 & 290.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 4000, 'CoapplicantIncome': 7750.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 290.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001488', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002379,Male,No,0,Graduate,No,6500,0.0,105.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002379, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6500, CoapplicantIncome is 0.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002379
- - Gender.1 : Male
+","{'ApplicantIncome': 4000, 'CoapplicantIncome': 7750.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 290.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 290.0 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 7750.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+91,Male,LP002379,Male,No,0,Graduate,No,6500,0.0,105.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6500, CoapplicantIncome is 0.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -5198,13 +4377,11 @@ Male,LP002379,Male,No,0,Graduate,No,6500,0.0,105.0,360.0,0.0,Rural,N,"Gender is
  - LoanAmount : 105.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002379. 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 6500. 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,"<table border=""1"" class=""dataframe"">
+ - 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 6500. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5221,8 +4398,6 @@ Male,LP002379,Male,No,0,Graduate,No,6500,0.0,105.0,360.0,0.0,Rural,N,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002379</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -5235,17 +4410,12 @@ Male,LP002379,Male,No,0,Graduate,No,6500,0.0,105.0,360.0,0.0,Rural,N,"Gender is
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002379 & Male & No & 0 & Graduate & No & 6500 & 0.000000 & 105.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+</table>","\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 & 6500 & 0.000000 & 105.000000 & 360.000000 & 0.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 6500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 105.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002379', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001835,Male,Yes,0,Not Graduate,No,1668,3890.0,201.0,360.0,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001835, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1668, CoapplicantIncome is 3890.0, LoanAmount is 201.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001835
- - Gender.1 : Male
+","{'ApplicantIncome': 6500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 105.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 105.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 6500 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+92,Male,LP001835,Male,Yes,0,Not Graduate,No,1668,3890.0,201.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1668, CoapplicantIncome is 3890.0, LoanAmount is 201.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Not Graduate
@@ -5255,13 +4425,11 @@ Male,LP001835,Male,Yes,0,Not Graduate,No,1668,3890.0,201.0,360.0,0.0,Semiurban,N
  - LoanAmount : 201.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001835. 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 1668. The CoapplicantIncome is 3890.0. The LoanAmount is 201.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 1668. The CoapplicantIncome is 3890.0. The LoanAmount is 201.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5278,8 +4446,6 @@ Male,LP001835,Male,Yes,0,Not Graduate,No,1668,3890.0,201.0,360.0,0.0,Semiurban,N
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001835</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -5292,17 +4458,12 @@ Male,LP001835,Male,Yes,0,Not Graduate,No,1668,3890.0,201.0,360.0,0.0,Semiurban,N
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001835 & Male & Yes & 0 & Not Graduate & No & 1668 & 3890.000000 & 201.000000 & 360.000000 & 0.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 1668 & 3890.000000 & 201.000000 & 360.000000 & 0.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 1668, 'CoapplicantIncome': 3890.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 201.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001835', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002190,Male,Yes,1,Graduate,No,6325,0.0,175.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002190, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6325, CoapplicantIncome is 0.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002190
- - Gender.1 : Male
+","{'ApplicantIncome': 1668, 'CoapplicantIncome': 3890.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 201.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 201.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 1668 dollars and his co-applicant earns 3890.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+93,Male,LP002190,Male,Yes,1,Graduate,No,6325,0.0,175.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6325, CoapplicantIncome is 0.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -5312,13 +4473,11 @@ Male,LP002190,Male,Yes,1,Graduate,No,6325,0.0,175.0,360.0,1.0,Semiurban,Y,"Gende
  - LoanAmount : 175.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002190. 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 6325. The CoapplicantIncome is 0.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 6325. The CoapplicantIncome is 0.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5335,8 +4494,6 @@ Male,LP002190,Male,Yes,1,Graduate,No,6325,0.0,175.0,360.0,1.0,Semiurban,Y,"Gende
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002190</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -5349,17 +4506,12 @@ Male,LP002190,Male,Yes,1,Graduate,No,6325,0.0,175.0,360.0,1.0,Semiurban,Y,"Gende
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002190 & Male & Yes & 1 & Graduate & No & 6325 & 0.000000 & 175.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 6325 & 0.000000 & 175.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 6325, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002190', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002798,Male,Yes,0,Graduate,No,3887,2669.0,162.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP002798, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3887, CoapplicantIncome is 2669.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP002798
- - Gender.1 : Male
+","{'ApplicantIncome': 6325, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', '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 6325 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+94,Male,LP002798,Male,Yes,0,Graduate,No,3887,2669.0,162.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3887, CoapplicantIncome is 2669.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -5369,13 +4521,11 @@ Male,LP002798,Male,Yes,0,Graduate,No,3887,2669.0,162.0,360.0,1.0,Semiurban,Y,"Ge
  - LoanAmount : 162.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP002798. 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 3887. The CoapplicantIncome is 2669.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3887. The CoapplicantIncome is 2669.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5392,8 +4542,6 @@ Male,LP002798,Male,Yes,0,Graduate,No,3887,2669.0,162.0,360.0,1.0,Semiurban,Y,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002798</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -5406,17 +4554,12 @@ Male,LP002798,Male,Yes,0,Graduate,No,3887,2669.0,162.0,360.0,1.0,Semiurban,Y,"Ge
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002798 & Male & Yes & 0 & Graduate & No & 3887 & 2669.000000 & 162.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3887 & 2669.000000 & 162.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3887, 'CoapplicantIncome': 2669.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002798', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001608,Male,Yes,2,Graduate,No,2045,1619.0,101.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001608, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2045, CoapplicantIncome is 1619.0, LoanAmount is 101.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001608
- - Gender.1 : Male
+","{'ApplicantIncome': 3887, 'CoapplicantIncome': 2669.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",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 not self employed. He earns 3887 dollars and his co-applicant earns 2669.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+95,Male,LP001608,Male,Yes,2,Graduate,No,2045,1619.0,101.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2045, CoapplicantIncome is 1619.0, LoanAmount is 101.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -5426,13 +4569,11 @@ Male,LP001608,Male,Yes,2,Graduate,No,2045,1619.0,101.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 101.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001608. 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 2045. The CoapplicantIncome is 1619.0. The LoanAmount is 101.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 2045. The CoapplicantIncome is 1619.0. The LoanAmount is 101.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5449,8 +4590,6 @@ Male,LP001608,Male,Yes,2,Graduate,No,2045,1619.0,101.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001608</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -5463,17 +4602,12 @@ Male,LP001608,Male,Yes,2,Graduate,No,2045,1619.0,101.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001608 & Male & Yes & 2 & Graduate & No & 2045 & 1619.000000 & 101.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2045 & 1619.000000 & 101.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2045, 'CoapplicantIncome': 1619.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 101.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001608', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Female,LP002522,Female,No,0,Graduate,Yes,2500,0.0,93.0,360.0,,Urban,Y,"Gender is Female, Loan_ID is LP002522, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002522
- - Gender.1 : Female
+","{'ApplicantIncome': 2045, 'CoapplicantIncome': 1619.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 101.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 101.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2045 dollars and his co-applicant earns 1619.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+96,Female,LP002522,Female,No,0,Graduate,Yes,2500,0.0,93.0,360.0,,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -5483,13 +4617,11 @@ Female,LP002522,Female,No,0,Graduate,Yes,2500,0.0,93.0,360.0,,Urban,Y,"Gender is
  - LoanAmount : 93.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002522. 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 2500. 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 Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2500. 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 Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5506,8 +4638,6 @@ Female,LP002522,Female,No,0,Graduate,Yes,2500,0.0,93.0,360.0,,Urban,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002522</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -5520,17 +4650,12 @@ Female,LP002522,Female,No,0,Graduate,Yes,2500,0.0,93.0,360.0,,Urban,Y,"Gender is
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\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 & LP002522 & Female & No & 0 & Graduate & Yes & 2500 & 0.000000 & 93.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+</table>","\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 & 2500 & 0.000000 & 93.000000 & 360.000000 & None & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2500, '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': 'LP002522', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}]"
-Male,LP001280,Male,Yes,2,Not Graduate,No,3333,2000.0,99.0,360.0,,Semiurban,Y,"Gender is Male, Loan_ID is LP001280, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 2000.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001280
- - Gender.1 : Male
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 93.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",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 self employed. She earns 2500 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+97,Male,LP001280,Male,Yes,2,Not Graduate,No,3333,2000.0,99.0,360.0,,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 2000.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Not Graduate
@@ -5540,13 +4665,11 @@ Male,LP001280,Male,Yes,2,Not Graduate,No,3333,2000.0,99.0,360.0,,Semiurban,Y,"Ge
  - LoanAmount : 99.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001280. 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 3333. The CoapplicantIncome is 2000.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3333. The CoapplicantIncome is 2000.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5563,8 +4686,6 @@ Male,LP001280,Male,Yes,2,Not Graduate,No,3333,2000.0,99.0,360.0,,Semiurban,Y,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001280</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Not Graduate</td>
@@ -5577,17 +4698,12 @@ Male,LP001280,Male,Yes,2,Not Graduate,No,3333,2000.0,99.0,360.0,,Semiurban,Y,"Ge
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\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 & LP001280 & Male & Yes & 2 & Not Graduate & No & 3333 & 2000.000000 & 99.000000 & 360.000000 & NaN & Semiurban \\
-\bottomrule
+</table>","\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 & 3333 & 2000.000000 & 99.000000 & 360.000000 & None & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3333, 'CoapplicantIncome': 2000.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001280', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001634,Male,No,0,Graduate,No,1916,5063.0,67.0,360.0,,Rural,N,"Gender is Male, Loan_ID is LP001634, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1916, CoapplicantIncome is 5063.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001634
- - Gender.1 : Male
+","{'ApplicantIncome': 3333, 'CoapplicantIncome': 2000.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 99.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 3333 dollars and his co-applicant earns 2000.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
+98,Male,LP001634,Male,No,0,Graduate,No,1916,5063.0,67.0,360.0,,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1916, CoapplicantIncome is 5063.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -5597,13 +4713,11 @@ Male,LP001634,Male,No,0,Graduate,No,1916,5063.0,67.0,360.0,,Rural,N,"Gender is M
  - LoanAmount : 67.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001634. 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 1916. The CoapplicantIncome is 5063.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 1916. The CoapplicantIncome is 5063.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5620,8 +4734,6 @@ Male,LP001634,Male,No,0,Graduate,No,1916,5063.0,67.0,360.0,,Rural,N,"Gender is M
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001634</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -5634,17 +4746,12 @@ Male,LP001634,Male,No,0,Graduate,No,1916,5063.0,67.0,360.0,,Rural,N,"Gender is M
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\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 & LP001634 & Male & No & 0 & Graduate & No & 1916 & 5063.000000 & 67.000000 & 360.000000 & NaN & Rural \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrrrll}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & No & 0 & Graduate & No & 1916 & 5063.000000 & 67.000000 & 360.000000 & None & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 1916, 'CoapplicantIncome': 5063.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001634', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001546,Male,No,0,Graduate,,2980,2083.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001546, Gender.1 is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2980, CoapplicantIncome is 2083.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001546
- - Gender.1 : Male
+","{'ApplicantIncome': 1916, 'CoapplicantIncome': 5063.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 67.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 1916 dollars and his co-applicant earns 5063.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+99,Male,LP001546,Male,No,0,Graduate,,2980,2083.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2980, CoapplicantIncome is 2083.0, 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
@@ -5654,13 +4761,11 @@ Male,LP001546,Male,No,0,Graduate,,2980,2083.0,120.0,360.0,1.0,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 LP001546. 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 2980. The CoapplicantIncome is 2083.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2980. The CoapplicantIncome is 2083.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5677,8 +4782,6 @@ Male,LP001546,Male,No,0,Graduate,,2980,2083.0,120.0,360.0,1.0,Rural,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001546</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -5691,17 +4794,12 @@ Male,LP001546,Male,No,0,Graduate,,2980,2083.0,120.0,360.0,1.0,Rural,Y,"Gender is
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001546 & Male & No & 0 & Graduate & NaN & 2980 & 2083.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2980 & 2083.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2980, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001546', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Male,LP001914,Male,Yes,0,Graduate,No,3927,800.0,112.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001914, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3927, CoapplicantIncome is 800.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001914
- - Gender.1 : Male
+","{'ApplicantIncome': 2980, 'CoapplicantIncome': 2083.0, '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': 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 a graduate and has unknown self employment status. He earns 2980 dollars and his co-applicant earns 2083.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+100,Male,LP001914,Male,Yes,0,Graduate,No,3927,800.0,112.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3927, CoapplicantIncome is 800.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -5711,13 +4809,11 @@ Male,LP001914,Male,Yes,0,Graduate,No,3927,800.0,112.0,360.0,1.0,Semiurban,Y,"Gen
  - LoanAmount : 112.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001914. 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 3927. The CoapplicantIncome is 800.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3927. The CoapplicantIncome is 800.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5734,8 +4830,6 @@ Male,LP001914,Male,Yes,0,Graduate,No,3927,800.0,112.0,360.0,1.0,Semiurban,Y,"Gen
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001914</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -5748,17 +4842,12 @@ Male,LP001914,Male,Yes,0,Graduate,No,3927,800.0,112.0,360.0,1.0,Semiurban,Y,"Gen
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001914 & Male & Yes & 0 & Graduate & No & 3927 & 800.000000 & 112.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3927 & 800.000000 & 112.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3927, 'CoapplicantIncome': 800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001914', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001900,Male,Yes,1,Graduate,No,2750,1842.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001900, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2750, CoapplicantIncome is 1842.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001900
- - Gender.1 : Male
+","{'ApplicantIncome': 3927, 'CoapplicantIncome': 800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', '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 3927 dollars and his co-applicant earns 800.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+101,Male,LP001900,Male,Yes,1,Graduate,No,2750,1842.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2750, CoapplicantIncome is 1842.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -5768,13 +4857,11 @@ Male,LP001900,Male,Yes,1,Graduate,No,2750,1842.0,115.0,360.0,1.0,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 LP001900. 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 2750. The CoapplicantIncome is 1842.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 2750. The CoapplicantIncome is 1842.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5791,8 +4878,6 @@ Male,LP001900,Male,Yes,1,Graduate,No,2750,1842.0,115.0,360.0,1.0,Semiurban,Y,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001900</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -5805,17 +4890,12 @@ Male,LP001900,Male,Yes,1,Graduate,No,2750,1842.0,115.0,360.0,1.0,Semiurban,Y,"Ge
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001900 & Male & Yes & 1 & Graduate & No & 2750 & 1842.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 2750 & 1842.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2750, 'CoapplicantIncome': 1842.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001900', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002940, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3833, 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 : LP002940
- - Gender.1 : Male
+","{'ApplicantIncome': 2750, 'CoapplicantIncome': 1842.0, 'Credit_History': 1.0, 'Dependents': '1', '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 2750 dollars and his co-applicant earns 1842.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+102,Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3833, 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
@@ -5825,13 +4905,11 @@ Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,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 LP002940. 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 3833. 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,"<table border=""1"" class=""dataframe"">
+ - 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 3833. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5848,8 +4926,6 @@ Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002940</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -5862,17 +4938,12 @@ Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002940 & Male & No & 0 & Not Graduate & No & 3833 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3833 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3833, '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': 'LP002940', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-,LP001644,,Yes,0,Graduate,Yes,674,5296.0,168.0,360.0,1.0,Rural,Y,"Gender is None, Loan_ID is LP001644, Gender.1 is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 674, CoapplicantIncome is 5296.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None
- - Loan_ID : LP001644
- - Gender.1 : None
+","{'ApplicantIncome': 3833, '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 3833 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+103,,LP001644,,Yes,0,Graduate,Yes,674,5296.0,168.0,360.0,1.0,Rural,Y,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 674, CoapplicantIncome is 5296.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -5882,13 +4953,11 @@ Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 168.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is None. The Loan_ID is LP001644. 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 674. The CoapplicantIncome is 5296.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Rural",The Gender is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 674. The CoapplicantIncome is 5296.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5905,8 +4974,6 @@ Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>None</td>
-      <td>LP001644</td>
-      <td>None</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -5919,17 +4986,12 @@ Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP001644 & NaN & Yes & 0 & Graduate & Yes & 674 & 5296.000000 & 168.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrrrrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & None & Yes & 0 & Graduate & Yes & 674 & 5296.000000 & 168.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 674, 'CoapplicantIncome': 5296.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'Gender.1': None, 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001644', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}]"
-Male,LP001865,Male,Yes,1,Graduate,No,6083,4250.0,330.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP001865, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6083, CoapplicantIncome is 4250.0, LoanAmount is 330.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001865
- - Gender.1 : Male
+","{'ApplicantIncome': 674, 'CoapplicantIncome': 5296.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married unknown gender 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 self employed. He earns 674 dollars and his co-applicant earns 5296.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+104,Male,LP001865,Male,Yes,1,Graduate,No,6083,4250.0,330.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6083, CoapplicantIncome is 4250.0, LoanAmount is 330.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -5939,13 +5001,11 @@ Male,LP001865,Male,Yes,1,Graduate,No,6083,4250.0,330.0,360.0,,Urban,Y,"Gender is
  - LoanAmount : 330.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001865. 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 6083. The CoapplicantIncome is 4250.0. The LoanAmount is 330.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 6083. The CoapplicantIncome is 4250.0. The LoanAmount is 330.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -5962,8 +5022,6 @@ Male,LP001865,Male,Yes,1,Graduate,No,6083,4250.0,330.0,360.0,,Urban,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001865</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -5976,17 +5034,12 @@ Male,LP001865,Male,Yes,1,Graduate,No,6083,4250.0,330.0,360.0,,Urban,Y,"Gender is
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\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 & LP001865 & Male & Yes & 1 & Graduate & No & 6083 & 4250.000000 & 330.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+</table>","\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 & 6083 & 4250.000000 & 330.000000 & 360.000000 & None & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 6083, 'CoapplicantIncome': 4250.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 330.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001865', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002446,Male,Yes,2,Not Graduate,No,2309,1255.0,125.0,360.0,0.0,Rural,N,"Gender is Male, Loan_ID is LP002446, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2309, CoapplicantIncome is 1255.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002446
- - Gender.1 : Male
+","{'ApplicantIncome': 6083, 'CoapplicantIncome': 4250.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 330.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 330.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6083 dollars and his co-applicant earns 4250.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
+105,Male,LP002446,Male,Yes,2,Not Graduate,No,2309,1255.0,125.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2309, CoapplicantIncome is 1255.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Not Graduate
@@ -5996,13 +5049,11 @@ Male,LP002446,Male,Yes,2,Not Graduate,No,2309,1255.0,125.0,360.0,0.0,Rural,N,"Ge
  - LoanAmount : 125.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 0.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002446. 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 2309. The CoapplicantIncome is 1255.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 2309. The CoapplicantIncome is 1255.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6019,8 +5070,6 @@ Male,LP002446,Male,Yes,2,Not Graduate,No,2309,1255.0,125.0,360.0,0.0,Rural,N,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002446</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Not Graduate</td>
@@ -6033,17 +5082,12 @@ Male,LP002446,Male,Yes,2,Not Graduate,No,2309,1255.0,125.0,360.0,0.0,Rural,N,"Ge
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002446 & Male & Yes & 2 & Not Graduate & No & 2309 & 1255.000000 & 125.000000 & 360.000000 & 0.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2309 & 1255.000000 & 125.000000 & 360.000000 & 0.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2309, 'CoapplicantIncome': 1255.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002446', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP002366,Male,Yes,0,Graduate,No,2666,4300.0,121.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002366, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2666, CoapplicantIncome is 4300.0, LoanAmount is 121.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002366
- - Gender.1 : Male
+","{'ApplicantIncome': 2309, 'CoapplicantIncome': 1255.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not 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 does not have a credit history. He is not a graduate and is not self employed. He earns 2309 dollars and his co-applicant earns 1255.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
+106,Male,LP002366,Male,Yes,0,Graduate,No,2666,4300.0,121.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2666, CoapplicantIncome is 4300.0, LoanAmount is 121.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -6053,13 +5097,11 @@ Male,LP002366,Male,Yes,0,Graduate,No,2666,4300.0,121.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 121.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002366. 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 2666. The CoapplicantIncome is 4300.0. The LoanAmount is 121.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 2666. The CoapplicantIncome is 4300.0. The LoanAmount is 121.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6076,8 +5118,6 @@ Male,LP002366,Male,Yes,0,Graduate,No,2666,4300.0,121.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002366</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -6090,17 +5130,12 @@ Male,LP002366,Male,Yes,0,Graduate,No,2666,4300.0,121.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002366 & Male & Yes & 0 & Graduate & No & 2666 & 4300.000000 & 121.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2666 & 4300.000000 & 121.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2666, 'CoapplicantIncome': 4300.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 121.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002366', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001250,Male,Yes,3+,Not Graduate,No,4755,0.0,95.0,,0.0,Semiurban,N,"Gender is Male, Loan_ID is LP001250, Gender.1 is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4755, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001250
- - Gender.1 : Male
+","{'ApplicantIncome': 2666, 'CoapplicantIncome': 4300.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 121.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 121.0 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 4300.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+107,Male,LP001250,Male,Yes,3+,Not Graduate,No,4755,0.0,95.0,,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4755, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 3+
  - Education : Not Graduate
@@ -6110,13 +5145,11 @@ Male,LP001250,Male,Yes,3+,Not Graduate,No,4755,0.0,95.0,,0.0,Semiurban,N,"Gender
  - LoanAmount : 95.0
  - Loan_Amount_Term : None
  - Credit_History : 0.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001250. 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 4755. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 4755. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6133,8 +5166,6 @@ Male,LP001250,Male,Yes,3+,Not Graduate,No,4755,0.0,95.0,,0.0,Semiurban,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001250</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>3+</td>
       <td>Not Graduate</td>
@@ -6147,17 +5178,12 @@ Male,LP001250,Male,Yes,3+,Not Graduate,No,4755,0.0,95.0,,0.0,Semiurban,N,"Gender
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\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 & LP001250 & Male & Yes & 3+ & Not Graduate & No & 4755 & 0.000000 & 95.000000 & NaN & 0.000000 & Semiurban \\
-\bottomrule
+</table>","\begin{tabular}{llllllrrrlrl}
+ & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
+0 & Male & Yes & 3+ & Not Graduate & No & 4755 & 0.000000 & 95.000000 & None & 0.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 4755, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': None, 'Loan_ID': 'LP001250', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001116,Male,No,0,Not Graduate,No,3748,1668.0,110.0,360.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001116, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3748, CoapplicantIncome is 1668.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001116
- - Gender.1 : Male
+","{'ApplicantIncome': 4755, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 95.0 dollars for unknown months. He does not have a credit history. He is not a graduate and is not self employed. He earns 4755 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
+108,Male,LP001116,Male,No,0,Not Graduate,No,3748,1668.0,110.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3748, CoapplicantIncome is 1668.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Not Graduate
@@ -6167,13 +5193,11 @@ Male,LP001116,Male,No,0,Not Graduate,No,3748,1668.0,110.0,360.0,1.0,Semiurban,Y,
  - LoanAmount : 110.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001116. 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 3748. The CoapplicantIncome is 1668.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 3748. The CoapplicantIncome is 1668.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6190,8 +5214,6 @@ Male,LP001116,Male,No,0,Not Graduate,No,3748,1668.0,110.0,360.0,1.0,Semiurban,Y,
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001116</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -6204,17 +5226,12 @@ Male,LP001116,Male,No,0,Not Graduate,No,3748,1668.0,110.0,360.0,1.0,Semiurban,Y,
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001116 & Male & No & 0 & Not Graduate & No & 3748 & 1668.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 3748 & 1668.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 3748, 'CoapplicantIncome': 1668.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001116', 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Female,LP002337,Female,No,0,Graduate,No,2995,0.0,60.0,360.0,1.0,Urban,Y,"Gender is Female, Loan_ID is LP002337, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2995, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
- - Loan_ID : LP002337
- - Gender.1 : Female
+","{'ApplicantIncome': 3748, 'CoapplicantIncome': 1668.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', '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 3748 dollars and his co-applicant earns 1668.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
+109,Female,LP002337,Female,No,0,Graduate,No,2995,0.0,60.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2995, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -6224,13 +5241,11 @@ Female,LP002337,Female,No,0,Graduate,No,2995,0.0,60.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 60.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Female. The Loan_ID is LP002337. 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 2995. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2995. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6247,8 +5262,6 @@ Female,LP002337,Female,No,0,Graduate,No,2995,0.0,60.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002337</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -6261,17 +5274,12 @@ Female,LP002337,Female,No,0,Graduate,No,2995,0.0,60.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002337 & Female & No & 0 & Graduate & No & 2995 & 0.000000 & 60.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 2995 & 0.000000 & 60.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2995, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 60.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002337', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Female,LP001790,Female,No,1,Graduate,No,3812,0.0,112.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP001790, Gender.1 is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3812, 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 : LP001790
- - Gender.1 : Female
+","{'ApplicantIncome': 2995, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 60.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 60.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2995 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
+110,Female,LP001790,Female,No,1,Graduate,No,3812,0.0,112.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3812, 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 : No
  - Dependents : 1
  - Education : Graduate
@@ -6281,13 +5289,11 @@ Female,LP001790,Female,No,1,Graduate,No,3812,0.0,112.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 112.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP001790. 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 3812. 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,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3812. 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,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6304,8 +5310,6 @@ Female,LP001790,Female,No,1,Graduate,No,3812,0.0,112.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP001790</td>
-      <td>Female</td>
       <td>No</td>
       <td>1</td>
       <td>Graduate</td>
@@ -6318,17 +5322,12 @@ Female,LP001790,Female,No,1,Graduate,No,3812,0.0,112.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP001790 & Female & No & 1 & Graduate & No & 3812 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3812 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3812, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001790', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001228,Male,No,0,Not Graduate,No,3200,2254.0,126.0,180.0,0.0,Urban,N,"Gender is Male, Loan_ID is LP001228, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3200, CoapplicantIncome is 2254.0, LoanAmount is 126.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001228
- - Gender.1 : Male
+","{'ApplicantIncome': 3812, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', '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 3812 dollars. She has 1 person that she is liable to provide maintenance for. She lives in rural area.
+111,Male,LP001228,Male,No,0,Not Graduate,No,3200,2254.0,126.0,180.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3200, CoapplicantIncome is 2254.0, LoanAmount is 126.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Not Graduate
@@ -6338,13 +5337,11 @@ Male,LP001228,Male,No,0,Not Graduate,No,3200,2254.0,126.0,180.0,0.0,Urban,N,"Gen
  - LoanAmount : 126.0
  - Loan_Amount_Term : 180.0
  - Credit_History : 0.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001228. 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 3200. The CoapplicantIncome is 2254.0. The LoanAmount is 126.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 3200. The CoapplicantIncome is 2254.0. The LoanAmount is 126.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6361,8 +5358,6 @@ Male,LP001228,Male,No,0,Not Graduate,No,3200,2254.0,126.0,180.0,0.0,Urban,N,"Gen
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001228</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -6375,17 +5370,12 @@ Male,LP001228,Male,No,0,Not Graduate,No,3200,2254.0,126.0,180.0,0.0,Urban,N,"Gen
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001228 & Male & No & 0 & Not Graduate & No & 3200 & 2254.000000 & 126.000000 & 180.000000 & 0.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3200 & 2254.000000 & 126.000000 & 180.000000 & 0.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 3200, 'CoapplicantIncome': 2254.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001228', 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001926,Male,Yes,0,Graduate,No,3704,2000.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001926, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3704, CoapplicantIncome is 2000.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001926
- - Gender.1 : Male
+","{'ApplicantIncome': 3200, 'CoapplicantIncome': 2254.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 126.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3200 dollars and his co-applicant earns 2254.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+112,Male,LP001926,Male,Yes,0,Graduate,No,3704,2000.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3704, CoapplicantIncome is 2000.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -6395,13 +5385,11 @@ Male,LP001926,Male,Yes,0,Graduate,No,3704,2000.0,120.0,360.0,1.0,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 LP001926. 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 3704. The CoapplicantIncome is 2000.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 3704. The CoapplicantIncome is 2000.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6418,8 +5406,6 @@ Male,LP001926,Male,Yes,0,Graduate,No,3704,2000.0,120.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001926</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -6432,17 +5418,12 @@ Male,LP001926,Male,Yes,0,Graduate,No,3704,2000.0,120.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001926 & Male & Yes & 0 & Graduate & No & 3704 & 2000.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3704 & 2000.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3704, 'CoapplicantIncome': 2000.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001926', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001784,Male,Yes,1,Graduate,No,5500,1260.0,170.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001784, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5500, CoapplicantIncome is 1260.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001784
- - Gender.1 : Male
+","{'ApplicantIncome': 3704, 'CoapplicantIncome': 2000.0, 'Credit_History': 1.0, 'Dependents': '0', '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 3704 dollars and his co-applicant earns 2000.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+113,Male,LP001784,Male,Yes,1,Graduate,No,5500,1260.0,170.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5500, CoapplicantIncome is 1260.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -6452,13 +5433,11 @@ Male,LP001784,Male,Yes,1,Graduate,No,5500,1260.0,170.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 170.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001784. 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 5500. The CoapplicantIncome is 1260.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 5500. The CoapplicantIncome is 1260.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6475,8 +5454,6 @@ Male,LP001784,Male,Yes,1,Graduate,No,5500,1260.0,170.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001784</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -6489,17 +5466,12 @@ Male,LP001784,Male,Yes,1,Graduate,No,5500,1260.0,170.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001784 & Male & Yes & 1 & Graduate & No & 5500 & 1260.000000 & 170.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 5500 & 1260.000000 & 170.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 5500, 'CoapplicantIncome': 1260.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001784', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001123,Male,Yes,0,Graduate,No,2400,0.0,75.0,360.0,,Urban,Y,"Gender is Male, Loan_ID is LP001123, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001123
- - Gender.1 : Male
+","{'ApplicantIncome': 5500, 'CoapplicantIncome': 1260.0, 'Credit_History': 1.0, 'Dependents': '1', '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 5500 dollars and his co-applicant earns 1260.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
+114,Male,LP001123,Male,Yes,0,Graduate,No,2400,0.0,75.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -6509,13 +5481,11 @@ Male,LP001123,Male,Yes,0,Graduate,No,2400,0.0,75.0,360.0,,Urban,Y,"Gender is Mal
  - LoanAmount : 75.0
  - Loan_Amount_Term : 360.0
  - Credit_History : None
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001123. 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 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2400. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6532,8 +5502,6 @@ Male,LP001123,Male,Yes,0,Graduate,No,2400,0.0,75.0,360.0,,Urban,Y,"Gender is Mal
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001123</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -6546,17 +5514,12 @@ Male,LP001123,Male,Yes,0,Graduate,No,2400,0.0,75.0,360.0,,Urban,Y,"Gender is Mal
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\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 & LP001123 & Male & Yes & 0 & Graduate & No & 2400 & 0.000000 & 75.000000 & 360.000000 & NaN & Urban \\
-\bottomrule
+</table>","\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 & 2400 & 0.000000 & 75.000000 & 360.000000 & None & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2400, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001123', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP002284,Male,No,0,Not Graduate,No,3902,1666.0,109.0,360.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP002284, Gender.1 is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3902, CoapplicantIncome is 1666.0, LoanAmount is 109.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP002284
- - Gender.1 : Male
+","{'ApplicantIncome': 2400, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 75.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2400 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+115,Male,LP002284,Male,No,0,Not Graduate,No,3902,1666.0,109.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3902, CoapplicantIncome is 1666.0, LoanAmount is 109.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : No
  - Dependents : 0
  - Education : Not Graduate
@@ -6566,13 +5529,11 @@ Male,LP002284,Male,No,0,Not Graduate,No,3902,1666.0,109.0,360.0,1.0,Rural,Y,"Gen
  - LoanAmount : 109.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP002284. 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 3902. The CoapplicantIncome is 1666.0. The LoanAmount is 109.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 3902. The CoapplicantIncome is 1666.0. The LoanAmount is 109.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6589,8 +5550,6 @@ Male,LP002284,Male,No,0,Not Graduate,No,3902,1666.0,109.0,360.0,1.0,Rural,Y,"Gen
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002284</td>
-      <td>Male</td>
       <td>No</td>
       <td>0</td>
       <td>Not Graduate</td>
@@ -6603,17 +5562,12 @@ Male,LP002284,Male,No,0,Not Graduate,No,3902,1666.0,109.0,360.0,1.0,Rural,Y,"Gen
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002284 & Male & No & 0 & Not Graduate & No & 3902 & 1666.000000 & 109.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3902 & 1666.000000 & 109.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3902, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 109.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002284', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001205,Male,Yes,0,Graduate,No,2500,3796.0,120.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001205, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 3796.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001205
- - Gender.1 : Male
+","{'ApplicantIncome': 3902, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 109.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 109.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3902 dollars and his co-applicant earns 1666.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+116,Male,LP001205,Male,Yes,0,Graduate,No,2500,3796.0,120.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 3796.0, 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 : Graduate
@@ -6623,13 +5577,11 @@ Male,LP001205,Male,Yes,0,Graduate,No,2500,3796.0,120.0,360.0,1.0,Urban,Y,"Gender
  - LoanAmount : 120.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001205. 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 3796.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 2500. The CoapplicantIncome is 3796.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6646,8 +5598,6 @@ Male,LP001205,Male,Yes,0,Graduate,No,2500,3796.0,120.0,360.0,1.0,Urban,Y,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001205</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -6660,17 +5610,12 @@ Male,LP001205,Male,Yes,0,Graduate,No,2500,3796.0,120.0,360.0,1.0,Urban,Y,"Gender
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001205 & Male & Yes & 0 & Graduate & No & 2500 & 3796.000000 & 120.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 3796.000000 & 120.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 3796.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001205', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}]"
-Male,LP001421,Male,Yes,0,Graduate,No,5568,2142.0,175.0,360.0,1.0,Rural,N,"Gender is Male, Loan_ID is LP001421, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5568, CoapplicantIncome is 2142.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001421
- - Gender.1 : Male
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 3796.0, 'Credit_History': 1.0, '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 a credit history. He is a graduate and is not self employed. He earns 2500 dollars and his co-applicant earns 3796.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
+117,Male,LP001421,Male,Yes,0,Graduate,No,5568,2142.0,175.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5568, CoapplicantIncome is 2142.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -6680,13 +5625,11 @@ Male,LP001421,Male,Yes,0,Graduate,No,5568,2142.0,175.0,360.0,1.0,Rural,N,"Gender
  - LoanAmount : 175.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001421. 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 5568. The CoapplicantIncome is 2142.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 5568. The CoapplicantIncome is 2142.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6703,8 +5646,6 @@ Male,LP001421,Male,Yes,0,Graduate,No,5568,2142.0,175.0,360.0,1.0,Rural,N,"Gender
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001421</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -6717,17 +5658,12 @@ Male,LP001421,Male,Yes,0,Graduate,No,5568,2142.0,175.0,360.0,1.0,Rural,N,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001421 & Male & Yes & 0 & Graduate & No & 5568 & 2142.000000 & 175.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 5568 & 2142.000000 & 175.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 5568, 'CoapplicantIncome': 2142.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001421', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001768,Male,Yes,0,Graduate,,3716,0.0,42.0,180.0,1.0,Rural,Y,"Gender is Male, Loan_ID is LP001768, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3716, CoapplicantIncome is 0.0, LoanAmount is 42.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
- - Loan_ID : LP001768
- - Gender.1 : Male
+","{'ApplicantIncome': 5568, 'CoapplicantIncome': 2142.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', '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 5568 dollars and his co-applicant earns 2142.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+118,Male,LP001768,Male,Yes,0,Graduate,,3716,0.0,42.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3716, CoapplicantIncome is 0.0, LoanAmount is 42.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -6737,13 +5673,11 @@ Male,LP001768,Male,Yes,0,Graduate,,3716,0.0,42.0,180.0,1.0,Rural,Y,"Gender is Ma
  - LoanAmount : 42.0
  - Loan_Amount_Term : 180.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Male. The Loan_ID is LP001768. 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 3716. The CoapplicantIncome is 0.0. The LoanAmount is 42.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 3716. The CoapplicantIncome is 0.0. The LoanAmount is 42.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6760,8 +5694,6 @@ Male,LP001768,Male,Yes,0,Graduate,,3716,0.0,42.0,180.0,1.0,Rural,Y,"Gender is Ma
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001768</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -6774,17 +5706,12 @@ Male,LP001768,Male,Yes,0,Graduate,,3716,0.0,42.0,180.0,1.0,Rural,Y,"Gender is Ma
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001768 & Male & Yes & 0 & Graduate & NaN & 3716 & 0.000000 & 42.000000 & 180.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 3716 & 0.000000 & 42.000000 & 180.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 3716, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 42.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP001768', 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}]"
-Female,LP002006,Female,No,0,Graduate,No,2507,0.0,56.0,360.0,1.0,Rural,Y,"Gender is Female, Loan_ID is LP002006, Gender.1 is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2507, CoapplicantIncome is 0.0, LoanAmount is 56.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
- - Loan_ID : LP002006
- - Gender.1 : Female
+","{'ApplicantIncome': 3716, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 42.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 42.0 dollars for 15.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3716 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
+119,Female,LP002006,Female,No,0,Graduate,No,2507,0.0,56.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2507, CoapplicantIncome is 0.0, LoanAmount is 56.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
  - Married : No
  - Dependents : 0
  - Education : Graduate
@@ -6794,13 +5721,11 @@ Female,LP002006,Female,No,0,Graduate,No,2507,0.0,56.0,360.0,1.0,Rural,Y,"Gender
  - LoanAmount : 56.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Rural",The Gender is Female. The Loan_ID is LP002006. 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 2507. The CoapplicantIncome is 0.0. The LoanAmount is 56.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
+ - 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 2507. The CoapplicantIncome is 0.0. The LoanAmount is 56.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6817,8 +5742,6 @@ Female,LP002006,Female,No,0,Graduate,No,2507,0.0,56.0,360.0,1.0,Rural,Y,"Gender
     <tr>
       <th>0</th>
       <td>Female</td>
-      <td>LP002006</td>
-      <td>Female</td>
       <td>No</td>
       <td>0</td>
       <td>Graduate</td>
@@ -6831,17 +5754,12 @@ Female,LP002006,Female,No,0,Graduate,No,2507,0.0,56.0,360.0,1.0,Rural,Y,"Gender
       <td>Rural</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{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 & LP002006 & Female & No & 0 & Graduate & No & 2507 & 0.000000 & 56.000000 & 360.000000 & 1.000000 & Rural \\
-\bottomrule
+</table>","\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 & 2507 & 0.000000 & 56.000000 & 360.000000 & 1.000000 & Rural \\
 \end{tabular}
-","[{'ApplicantIncome': 2507, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'Gender.1': 'Female', 'LoanAmount': 56.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP002006', 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}]"
-Male,LP001824,Male,Yes,1,Graduate,No,2882,1843.0,123.0,480.0,1.0,Semiurban,Y,"Gender is Male, Loan_ID is LP001824, Gender.1 is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2882, CoapplicantIncome is 1843.0, LoanAmount is 123.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
- - Loan_ID : LP001824
- - Gender.1 : Male
+","{'ApplicantIncome': 2507, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 56.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 56.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2507 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
+120,Male,LP001824,Male,Yes,1,Graduate,No,2882,1843.0,123.0,480.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2882, CoapplicantIncome is 1843.0, LoanAmount is 123.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
  - Married : Yes
  - Dependents : 1
  - Education : Graduate
@@ -6851,13 +5769,11 @@ Male,LP001824,Male,Yes,1,Graduate,No,2882,1843.0,123.0,480.0,1.0,Semiurban,Y,"Ge
  - LoanAmount : 123.0
  - Loan_Amount_Term : 480.0
  - Credit_History : 1.0
- - Property_Area : Semiurban",The Gender is Male. The Loan_ID is LP001824. 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 2882. The CoapplicantIncome is 1843.0. The LoanAmount is 123.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
+ - 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 2882. The CoapplicantIncome is 1843.0. The LoanAmount is 123.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6874,8 +5790,6 @@ Male,LP001824,Male,Yes,1,Graduate,No,2882,1843.0,123.0,480.0,1.0,Semiurban,Y,"Ge
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001824</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>1</td>
       <td>Graduate</td>
@@ -6888,17 +5802,12 @@ Male,LP001824,Male,Yes,1,Graduate,No,2882,1843.0,123.0,480.0,1.0,Semiurban,Y,"Ge
       <td>Semiurban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001824 & Male & Yes & 1 & Graduate & No & 2882 & 1843.000000 & 123.000000 & 480.000000 & 1.000000 & Semiurban \\
-\bottomrule
+</table>","\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 & 2882 & 1843.000000 & 123.000000 & 480.000000 & 1.000000 & Semiurban \\
 \end{tabular}
-","[{'ApplicantIncome': 2882, 'CoapplicantIncome': 1843.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 480.0, 'Loan_ID': 'LP001824', 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}]"
-Male,LP001027,Male,Yes,2,Graduate,,2500,1840.0,109.0,360.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP001027, Gender.1 is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 2500, CoapplicantIncome is 1840.0, LoanAmount is 109.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP001027
- - Gender.1 : Male
+","{'ApplicantIncome': 2882, 'CoapplicantIncome': 1843.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 480.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 123.0 dollars for 40.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2882 dollars and his co-applicant earns 1843.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
+121,Male,LP001027,Male,Yes,2,Graduate,,2500,1840.0,109.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 2500, CoapplicantIncome is 1840.0, LoanAmount is 109.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 2
  - Education : Graduate
@@ -6908,13 +5817,11 @@ Male,LP001027,Male,Yes,2,Graduate,,2500,1840.0,109.0,360.0,1.0,Urban,Y,"Gender i
  - LoanAmount : 109.0
  - Loan_Amount_Term : 360.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP001027. 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 2500. The CoapplicantIncome is 1840.0. The LoanAmount is 109.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 2500. The CoapplicantIncome is 1840.0. The LoanAmount is 109.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6931,8 +5838,6 @@ Male,LP001027,Male,Yes,2,Graduate,,2500,1840.0,109.0,360.0,1.0,Urban,Y,"Gender i
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP001027</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>2</td>
       <td>Graduate</td>
@@ -6945,17 +5850,12 @@ Male,LP001027,Male,Yes,2,Graduate,,2500,1840.0,109.0,360.0,1.0,Urban,Y,"Gender i
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP001027 & Male & Yes & 2 & Graduate & NaN & 2500 & 1840.000000 & 109.000000 & 360.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 2500 & 1840.000000 & 109.000000 & 360.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 2500, 'CoapplicantIncome': 1840.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 109.0, 'Loan_Amount_Term': 360.0, 'Loan_ID': 'LP001027', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]"
-Male,LP002101,Male,Yes,0,Graduate,,63337,0.0,490.0,180.0,1.0,Urban,Y,"Gender is Male, Loan_ID is LP002101, Gender.1 is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 63337, CoapplicantIncome is 0.0, LoanAmount is 490.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
- - Loan_ID : LP002101
- - Gender.1 : Male
+","{'ApplicantIncome': 2500, 'CoapplicantIncome': 1840.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 109.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 109.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 2500 dollars and his co-applicant earns 1840.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
+122,Male,LP002101,Male,Yes,0,Graduate,,63337,0.0,490.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 63337, CoapplicantIncome is 0.0, LoanAmount is 490.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
  - Married : Yes
  - Dependents : 0
  - Education : Graduate
@@ -6965,13 +5865,11 @@ Male,LP002101,Male,Yes,0,Graduate,,63337,0.0,490.0,180.0,1.0,Urban,Y,"Gender is
  - LoanAmount : 490.0
  - Loan_Amount_Term : 180.0
  - Credit_History : 1.0
- - Property_Area : Urban",The Gender is Male. The Loan_ID is LP002101. 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 63337. The CoapplicantIncome is 0.0. The LoanAmount is 490.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
+ - 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 63337. The CoapplicantIncome is 0.0. The LoanAmount is 490.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<table border=""1"" class=""dataframe"">
   <thead>
     <tr style=""text-align: right;"">
       <th></th>
       <th>Gender</th>
-      <th>Loan_ID</th>
-      <th>Gender.1</th>
       <th>Married</th>
       <th>Dependents</th>
       <th>Education</th>
@@ -6988,8 +5886,6 @@ Male,LP002101,Male,Yes,0,Graduate,,63337,0.0,490.0,180.0,1.0,Urban,Y,"Gender is
     <tr>
       <th>0</th>
       <td>Male</td>
-      <td>LP002101</td>
-      <td>Male</td>
       <td>Yes</td>
       <td>0</td>
       <td>Graduate</td>
@@ -7002,11 +5898,8 @@ Male,LP002101,Male,Yes,0,Graduate,,63337,0.0,490.0,180.0,1.0,Urban,Y,"Gender is
       <td>Urban</td>
     </tr>
   </tbody>
-</table>","\begin{tabular}{llllllllrrrrrl}
-\toprule
- & Gender & Loan_ID & Gender.1 & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
-\midrule
-0 & Male & LP002101 & Male & Yes & 0 & Graduate & NaN & 63337 & 0.000000 & 490.000000 & 180.000000 & 1.000000 & Urban \\
-\bottomrule
+</table>","\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 & 63337 & 0.000000 & 490.000000 & 180.000000 & 1.000000 & Urban \\
 \end{tabular}
-","[{'ApplicantIncome': 63337, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'Gender.1': 'Male', 'LoanAmount': 490.0, 'Loan_Amount_Term': 180.0, 'Loan_ID': 'LP002101', 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}]"
+","{'ApplicantIncome': 63337, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 490.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 490.0 dollars for 15.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 63337 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.