,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
 - Self_Employed : No
 - ApplicantIncome : 9083
 - CoapplicantIncome : 0.0
 - LoanAmount : 228.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>9083</td>
      <td>0.0</td>
      <td>228.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4310
 - CoapplicantIncome : 0.0
 - LoanAmount : 130.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4310</td>
      <td>0.0</td>
      <td>130.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4167
 - CoapplicantIncome : 1447.0
 - LoanAmount : 158.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4167</td>
      <td>1447.0</td>
      <td>158.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2900
 - CoapplicantIncome : 0.0
 - LoanAmount : 71.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2900</td>
      <td>0.0</td>
      <td>71.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2718
 - CoapplicantIncome : 0.0
 - LoanAmount : 70.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2718</td>
      <td>0.0</td>
      <td>70.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 1782
 - CoapplicantIncome : 2232.0
 - LoanAmount : 107.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>1782</td>
      <td>2232.0</td>
      <td>107.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3717
 - CoapplicantIncome : 0.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3717</td>
      <td>0.0</td>
      <td>120.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 3000
 - CoapplicantIncome : 0.0
 - LoanAmount : 66.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>3000</td>
      <td>0.0</td>
      <td>66.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2647
 - CoapplicantIncome : 1587.0
 - LoanAmount : 173.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>2647</td>
      <td>1587.0</td>
      <td>173.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 1000
 - CoapplicantIncome : 3022.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>1000</td>
      <td>3022.0</td>
      <td>110.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : None
 - ApplicantIncome : 5000
 - CoapplicantIncome : 0.0
 - LoanAmount : 72.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>None</td>
      <td>5000</td>
      <td>0.0</td>
      <td>72.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3015
 - CoapplicantIncome : 2188.0
 - LoanAmount : 153.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3015</td>
      <td>2188.0</td>
      <td>153.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2071
 - CoapplicantIncome : 754.0
 - LoanAmount : 94.0
 - Loan_Amount_Term : 480.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>2071</td>
      <td>754.0</td>
      <td>94.0</td>
      <td>480.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3601
 - CoapplicantIncome : 1590.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3601</td>
      <td>1590.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 3316
 - CoapplicantIncome : 3500.0
 - LoanAmount : 88.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>3316</td>
      <td>3500.0</td>
      <td>88.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3013
 - CoapplicantIncome : 3033.0
 - LoanAmount : 95.0
 - Loan_Amount_Term : 300.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3013</td>
      <td>3033.0</td>
      <td>95.0</td>
      <td>300.0</td>
      <td>None</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2479
 - CoapplicantIncome : 0.0
 - LoanAmount : 59.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2479</td>
      <td>0.0</td>
      <td>59.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4843
 - CoapplicantIncome : 3806.0
 - LoanAmount : 151.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4843</td>
      <td>3806.0</td>
      <td>151.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3155
 - CoapplicantIncome : 1779.0
 - LoanAmount : 140.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3155</td>
      <td>1779.0</td>
      <td>140.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4600
 - CoapplicantIncome : 0.0
 - LoanAmount : 73.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4600</td>
      <td>0.0</td>
      <td>73.0</td>
      <td>180.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2213
 - CoapplicantIncome : 1125.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2213</td>
      <td>1125.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 5000
 - CoapplicantIncome : 3667.0
 - LoanAmount : 236.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5000</td>
      <td>3667.0</td>
      <td>236.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4758
 - CoapplicantIncome : 0.0
 - LoanAmount : 158.0
 - Loan_Amount_Term : 480.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>None</td>
      <td>None</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4758</td>
      <td>0.0</td>
      <td>158.0</td>
      <td>480.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 6875
 - CoapplicantIncome : 0.0
 - LoanAmount : 200.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>6875</td>
      <td>0.0</td>
      <td>200.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 13262
 - CoapplicantIncome : 0.0
 - LoanAmount : 40.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>13262</td>
      <td>0.0</td>
      <td>40.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 8333
 - CoapplicantIncome : 3750.0
 - LoanAmount : 187.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>8333</td>
      <td>3750.0</td>
      <td>187.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 1958
 - CoapplicantIncome : 2436.0
 - LoanAmount : 131.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>1958</td>
      <td>2436.0</td>
      <td>131.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3418
 - CoapplicantIncome : 0.0
 - LoanAmount : 127.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3418</td>
      <td>0.0</td>
      <td>127.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3813
 - CoapplicantIncome : 0.0
 - LoanAmount : 116.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>None</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3813</td>
      <td>0.0</td>
      <td>116.0</td>
      <td>180.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4106
 - CoapplicantIncome : 0.0
 - LoanAmount : 40.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4106</td>
      <td>0.0</td>
      <td>40.0</td>
      <td>180.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3200
 - CoapplicantIncome : 700.0
 - LoanAmount : 70.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3200</td>
      <td>700.0</td>
      <td>70.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2330
 - CoapplicantIncome : 4486.0
 - LoanAmount : 100.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2330</td>
      <td>4486.0</td>
      <td>100.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2875
 - CoapplicantIncome : 1750.0
 - LoanAmount : 105.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>None</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>2875</td>
      <td>1750.0</td>
      <td>105.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3229
 - CoapplicantIncome : 2739.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3229</td>
      <td>2739.0</td>
      <td>110.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 10000
 - CoapplicantIncome : 1666.0
 - LoanAmount : 225.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>10000</td>
      <td>1666.0</td>
      <td>225.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 6096
 - CoapplicantIncome : 0.0
 - LoanAmount : 218.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>6096</td>
      <td>0.0</td>
      <td>218.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3708
 - CoapplicantIncome : 2569.0
 - LoanAmount : 173.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3708</td>
      <td>2569.0</td>
      <td>173.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 5703
 - CoapplicantIncome : 0.0
 - LoanAmount : 128.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5703</td>
      <td>0.0</td>
      <td>128.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2708
 - CoapplicantIncome : 1167.0
 - LoanAmount : 97.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2708</td>
      <td>1167.0</td>
      <td>97.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 1378
 - CoapplicantIncome : 1881.0
 - LoanAmount : 167.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>1378</td>
      <td>1881.0</td>
      <td>167.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 5316
 - CoapplicantIncome : 0.0
 - LoanAmount : 136.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5316</td>
      <td>0.0</td>
      <td>136.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2239
 - CoapplicantIncome : 2524.0
 - LoanAmount : 128.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>2239</td>
      <td>2524.0</td>
      <td>128.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 10000
 - CoapplicantIncome : 0.0
 - LoanAmount : 155.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>10000</td>
      <td>0.0</td>
      <td>155.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2785
 - CoapplicantIncome : 2016.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2785</td>
      <td>2016.0</td>
      <td>110.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2014
 - CoapplicantIncome : 1929.0
 - LoanAmount : 74.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2014</td>
      <td>1929.0</td>
      <td>74.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3917
 - CoapplicantIncome : 0.0
 - LoanAmount : 124.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3917</td>
      <td>0.0</td>
      <td>124.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : None
 - ApplicantIncome : 4166
 - CoapplicantIncome : 3369.0
 - LoanAmount : 201.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>None</td>
      <td>4166</td>
      <td>3369.0</td>
      <td>201.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3166
 - CoapplicantIncome : 2064.0
 - LoanAmount : 104.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3166</td>
      <td>2064.0</td>
      <td>104.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3948
 - CoapplicantIncome : 1733.0
 - LoanAmount : 149.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3948</td>
      <td>1733.0</td>
      <td>149.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 5000
 - CoapplicantIncome : 0.0
 - LoanAmount : 103.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5000</td>
      <td>0.0</td>
      <td>103.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 2769
 - CoapplicantIncome : 1542.0
 - LoanAmount : 190.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>1</td>
      <td>Not Graduate</td>
      <td>Yes</td>
      <td>2769</td>
      <td>1542.0</td>
      <td>190.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 10000
 - CoapplicantIncome : 0.0
 - LoanAmount : 214.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>10000</td>
      <td>0.0</td>
      <td>214.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 1800
 - CoapplicantIncome : 2934.0
 - LoanAmount : 93.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>1800</td>
      <td>2934.0</td>
      <td>93.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3400
 - CoapplicantIncome : 0.0
 - LoanAmount : 95.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3400</td>
      <td>0.0</td>
      <td>95.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3208
 - CoapplicantIncome : 3066.0
 - LoanAmount : 172.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3208</td>
      <td>3066.0</td>
      <td>172.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2281
 - CoapplicantIncome : 0.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>2281</td>
      <td>0.0</td>
      <td>113.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3750
 - CoapplicantIncome : 4750.0
 - LoanAmount : 176.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3750</td>
      <td>4750.0</td>
      <td>176.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 7787
 - CoapplicantIncome : 0.0
 - LoanAmount : 240.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>7787</td>
      <td>0.0</td>
      <td>240.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2787
 - CoapplicantIncome : 1917.0
 - LoanAmount : 146.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2787</td>
      <td>1917.0</td>
      <td>146.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 6540
 - CoapplicantIncome : 0.0
 - LoanAmount : 205.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>6540</td>
      <td>0.0</td>
      <td>205.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 39999
 - CoapplicantIncome : 0.0
 - LoanAmount : 600.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>39999</td>
      <td>0.0</td>
      <td>600.0</td>
      <td>180.0</td>
      <td>0.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : None
 - ApplicantIncome : 3717
 - CoapplicantIncome : 2925.0
 - LoanAmount : 151.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>None</td>
      <td>3717</td>
      <td>2925.0</td>
      <td>151.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 6633
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>6633</td>
      <td>0.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 7142
 - CoapplicantIncome : 0.0
 - LoanAmount : 138.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>Yes</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>Yes</td>
      <td>7142</td>
      <td>0.0</td>
      <td>138.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3100
 - CoapplicantIncome : 1400.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3100</td>
      <td>1400.0</td>
      <td>113.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 6000
 - CoapplicantIncome : 0.0
 - LoanAmount : 156.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>6000</td>
      <td>0.0</td>
      <td>156.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : None
 - ApplicantIncome : 3750
 - CoapplicantIncome : 2083.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>2</td>
      <td>Graduate</td>
      <td>None</td>
      <td>3750</td>
      <td>2083.0</td>
      <td>120.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 16667
 - CoapplicantIncome : 2250.0
 - LoanAmount : 86.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>16667</td>
      <td>2250.0</td>
      <td>86.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 5250
 - CoapplicantIncome : 0.0
 - LoanAmount : 94.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5250</td>
      <td>0.0</td>
      <td>94.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 6033
 - CoapplicantIncome : 0.0
 - LoanAmount : 160.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>6033</td>
      <td>0.0</td>
      <td>160.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2720
 - CoapplicantIncome : 0.0
 - LoanAmount : 80.0
 - Loan_Amount_Term : None
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>2720</td>
      <td>0.0</td>
      <td>80.0</td>
      <td>None</td>
      <td>0.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3103
 - CoapplicantIncome : 1300.0
 - LoanAmount : 80.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3103</td>
      <td>1300.0</td>
      <td>80.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 4344
 - CoapplicantIncome : 736.0
 - LoanAmount : 87.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>Yes</td>
      <td>4344</td>
      <td>736.0</td>
      <td>87.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 5042
 - CoapplicantIncome : 2083.0
 - LoanAmount : 185.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5042</td>
      <td>2083.0</td>
      <td>185.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3167
 - CoapplicantIncome : 4000.0
 - LoanAmount : 180.0
 - Loan_Amount_Term : 300.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3167</td>
      <td>4000.0</td>
      <td>180.0</td>
      <td>300.0</td>
      <td>0.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 2395
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>2395</td>
      <td>0.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3510
 - CoapplicantIncome : 4416.0
 - LoanAmount : 243.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3510</td>
      <td>4416.0</td>
      <td>243.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4945
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4945</td>
      <td>0.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3180
 - CoapplicantIncome : 0.0
 - LoanAmount : 71.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3180</td>
      <td>0.0</td>
      <td>71.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3500
 - CoapplicantIncome : 0.0
 - LoanAmount : 81.0
 - Loan_Amount_Term : 300.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3500</td>
      <td>0.0</td>
      <td>81.0</td>
      <td>300.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4333
 - CoapplicantIncome : 2451.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4333</td>
      <td>2451.0</td>
      <td>110.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3159
 - CoapplicantIncome : 461.0
 - LoanAmount : 108.0
 - Loan_Amount_Term : 84.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3159</td>
      <td>461.0</td>
      <td>108.0</td>
      <td>84.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 6406
 - CoapplicantIncome : 0.0
 - LoanAmount : 150.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>6406</td>
      <td>0.0</td>
      <td>150.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2378
 - CoapplicantIncome : 0.0
 - LoanAmount : 9.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2378</td>
      <td>0.0</td>
      <td>9.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3816
 - CoapplicantIncome : 754.0
 - LoanAmount : 160.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>None</td>
      <td>None</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3816</td>
      <td>754.0</td>
      <td>160.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 5818
 - CoapplicantIncome : 2160.0
 - LoanAmount : 184.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>5818</td>
      <td>2160.0</td>
      <td>184.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3417
 - CoapplicantIncome : 1750.0
 - LoanAmount : 186.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3417</td>
      <td>1750.0</td>
      <td>186.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 2726
 - CoapplicantIncome : 0.0
 - LoanAmount : 106.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>2726</td>
      <td>0.0</td>
      <td>106.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2333
 - CoapplicantIncome : 1516.0
 - LoanAmount : 95.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>2333</td>
      <td>1516.0</td>
      <td>95.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 20667
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>20667</td>
      <td>0.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4000
 - CoapplicantIncome : 7750.0
 - LoanAmount : 290.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4000</td>
      <td>7750.0</td>
      <td>290.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 6500
 - CoapplicantIncome : 0.0
 - LoanAmount : 105.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>6500</td>
      <td>0.0</td>
      <td>105.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 1668
 - CoapplicantIncome : 3890.0
 - LoanAmount : 201.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>1668</td>
      <td>3890.0</td>
      <td>201.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 6325
 - CoapplicantIncome : 0.0
 - LoanAmount : 175.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>6325</td>
      <td>0.0</td>
      <td>175.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3887
 - CoapplicantIncome : 2669.0
 - LoanAmount : 162.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3887</td>
      <td>2669.0</td>
      <td>162.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2045
 - CoapplicantIncome : 1619.0
 - LoanAmount : 101.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2045</td>
      <td>1619.0</td>
      <td>101.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 2500
 - CoapplicantIncome : 0.0
 - LoanAmount : 93.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>2500</td>
      <td>0.0</td>
      <td>93.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3333
 - CoapplicantIncome : 2000.0
 - LoanAmount : 99.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3333</td>
      <td>2000.0</td>
      <td>99.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 1916
 - CoapplicantIncome : 5063.0
 - LoanAmount : 67.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>1916</td>
      <td>5063.0</td>
      <td>67.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : None
 - ApplicantIncome : 2980
 - CoapplicantIncome : 2083.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>None</td>
      <td>2980</td>
      <td>2083.0</td>
      <td>120.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3927
 - CoapplicantIncome : 800.0
 - LoanAmount : 112.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3927</td>
      <td>800.0</td>
      <td>112.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2750
 - CoapplicantIncome : 1842.0
 - LoanAmount : 115.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2750</td>
      <td>1842.0</td>
      <td>115.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3833
 - CoapplicantIncome : 0.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3833</td>
      <td>0.0</td>
      <td>110.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : Yes
 - ApplicantIncome : 674
 - CoapplicantIncome : 5296.0
 - LoanAmount : 168.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>None</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>674</td>
      <td>5296.0</td>
      <td>168.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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, '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
 - Self_Employed : No
 - ApplicantIncome : 6083
 - CoapplicantIncome : 4250.0
 - LoanAmount : 330.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>6083</td>
      <td>4250.0</td>
      <td>330.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2309
 - CoapplicantIncome : 1255.0
 - LoanAmount : 125.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>2309</td>
      <td>1255.0</td>
      <td>125.0</td>
      <td>360.0</td>
      <td>0.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2666
 - CoapplicantIncome : 4300.0
 - LoanAmount : 121.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2666</td>
      <td>4300.0</td>
      <td>121.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 4755
 - CoapplicantIncome : 0.0
 - LoanAmount : 95.0
 - Loan_Amount_Term : None
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>3+</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>4755</td>
      <td>0.0</td>
      <td>95.0</td>
      <td>None</td>
      <td>0.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3748
 - CoapplicantIncome : 1668.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3748</td>
      <td>1668.0</td>
      <td>110.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2995
 - CoapplicantIncome : 0.0
 - LoanAmount : 60.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2995</td>
      <td>0.0</td>
      <td>60.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3812
 - CoapplicantIncome : 0.0
 - LoanAmount : 112.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3812</td>
      <td>0.0</td>
      <td>112.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3200
 - CoapplicantIncome : 2254.0
 - LoanAmount : 126.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 0.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3200</td>
      <td>2254.0</td>
      <td>126.0</td>
      <td>180.0</td>
      <td>0.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3704
 - CoapplicantIncome : 2000.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3704</td>
      <td>2000.0</td>
      <td>120.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 5500
 - CoapplicantIncome : 1260.0
 - LoanAmount : 170.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5500</td>
      <td>1260.0</td>
      <td>170.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2400
 - CoapplicantIncome : 0.0
 - LoanAmount : 75.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2400</td>
      <td>0.0</td>
      <td>75.0</td>
      <td>360.0</td>
      <td>None</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 3902
 - CoapplicantIncome : 1666.0
 - LoanAmount : 109.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>No</td>
      <td>0</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3902</td>
      <td>1666.0</td>
      <td>109.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2500
 - CoapplicantIncome : 3796.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2500</td>
      <td>3796.0</td>
      <td>120.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 5568
 - CoapplicantIncome : 2142.0
 - LoanAmount : 175.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5568</td>
      <td>2142.0</td>
      <td>175.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : None
 - ApplicantIncome : 3716
 - CoapplicantIncome : 0.0
 - LoanAmount : 42.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>None</td>
      <td>3716</td>
      <td>0.0</td>
      <td>42.0</td>
      <td>180.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2507
 - CoapplicantIncome : 0.0
 - LoanAmount : 56.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Female</td>
      <td>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2507</td>
      <td>0.0</td>
      <td>56.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Rural</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : No
 - ApplicantIncome : 2882
 - CoapplicantIncome : 1843.0
 - LoanAmount : 123.0
 - Loan_Amount_Term : 480.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2882</td>
      <td>1843.0</td>
      <td>123.0</td>
      <td>480.0</td>
      <td>1.0</td>
      <td>Semiurban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : None
 - ApplicantIncome : 2500
 - CoapplicantIncome : 1840.0
 - LoanAmount : 109.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>2</td>
      <td>Graduate</td>
      <td>None</td>
      <td>2500</td>
      <td>1840.0</td>
      <td>109.0</td>
      <td>360.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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
 - Self_Employed : None
 - ApplicantIncome : 63337
 - CoapplicantIncome : 0.0
 - LoanAmount : 490.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - 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>Married</th>
      <th>Dependents</th>
      <th>Education</th>
      <th>Self_Employed</th>
      <th>ApplicantIncome</th>
      <th>CoapplicantIncome</th>
      <th>LoanAmount</th>
      <th>Loan_Amount_Term</th>
      <th>Credit_History</th>
      <th>Property_Area</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Male</td>
      <td>Yes</td>
      <td>0</td>
      <td>Graduate</td>
      <td>None</td>
      <td>63337</td>
      <td>0.0</td>
      <td>490.0</td>
      <td>180.0</td>
      <td>1.0</td>
      <td>Urban</td>
    </tr>
  </tbody>
</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', '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.