Unnamed: 0,Gender,Loan_ID,Gender.1,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status,great,list,text,html,latex,json,LIFT
0,Male,LP001273,Male,Yes,0,Graduate,No,6000,2250.0,265.0,360.0,,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 2250.0, LoanAmount is 265.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6000
 - CoapplicantIncome : 2250.0
 - LoanAmount : 265.0
 - 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 6000. The CoapplicantIncome is 2250.0. The LoanAmount is 265.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>6000</td>
      <td>2250.0</td>
      <td>265.0</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 & 6000 & 2250.000000 & 265.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6000, 'CoapplicantIncome': 2250.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 265.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 265.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6000 dollars and his co-applicant earns 2250.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
8,Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3625, CoapplicantIncome is 0.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3625
 - CoapplicantIncome : 0.0
 - LoanAmount : 108.0
 - 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 3625. The CoapplicantIncome is 0.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3625</td>
      <td>0.0</td>
      <td>108.0</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 & 3625 & 0.000000 & 108.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3625, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 108.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3625 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
1,Male,LP001316,Male,Yes,0,Graduate,No,2958,2900.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2958, CoapplicantIncome is 2900.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2958
 - CoapplicantIncome : 2900.0
 - LoanAmount : 131.0
 - 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 2958. The CoapplicantIncome is 2900.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2958</td>
      <td>2900.0</td>
      <td>131.0</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 & 2958 & 2900.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2958, 'CoapplicantIncome': 2900.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 131.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2958 dollars and his co-applicant earns 2900.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
19,Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4606, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4606
 - CoapplicantIncome : 0.0
 - LoanAmount : 81.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 4606. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Not Graduate</td>
      <td>No</td>
      <td>4606</td>
      <td>0.0</td>
      <td>81.0</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 & Not Graduate & No & 4606 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4606, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 81.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 4606 dollars. She has 1 person that she is liable to provide maintenance for. She lives in rural area.
2,Male,LP001758,Male,Yes,2,Graduate,No,6250,1695.0,210.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 1695.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6250
 - CoapplicantIncome : 1695.0
 - LoanAmount : 210.0
 - 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 6250. The CoapplicantIncome is 1695.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>6250</td>
      <td>1695.0</td>
      <td>210.0</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 & 6250 & 1695.000000 & 210.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6250, 'CoapplicantIncome': 1695.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 210.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 210.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6250 dollars and his co-applicant earns 1695.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
20,Female,LP002949,Female,No,3+,Graduate,,416,41667.0,350.0,180.0,,Urban,N,"Gender is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 416, CoapplicantIncome is 41667.0, LoanAmount is 350.0, Loan_Amount_Term is 180.0, Credit_History is None, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 416
 - CoapplicantIncome : 41667.0
 - LoanAmount : 350.0
 - Loan_Amount_Term : 180.0
 - Credit_History : None
 - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 416. The CoapplicantIncome is 41667.0. The LoanAmount is 350.0. The Loan_Amount_Term is 180.0. The Credit_History is None. The Property_Area is Urban,"<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>3+</td>
      <td>Graduate</td>
      <td>None</td>
      <td>416</td>
      <td>41667.0</td>
      <td>350.0</td>
      <td>180.0</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 & 3+ & Graduate & None & 416 & 41667.000000 & 350.000000 & 180.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 416, 'CoapplicantIncome': 41667.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 350.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 350.0 dollars for 15.0 months. She has unknown credit history. She is a graduate and has unknown self employment status. She earns 416 dollars and her co-applicant earns 41667.0 dollars. She has 3+ people that she is liable to provide maintenance for. She lives in urban area.
3,Male,LP002537,Male,Yes,0,Graduate,No,2083,3150.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2083, CoapplicantIncome is 3150.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2083
 - CoapplicantIncome : 3150.0
 - LoanAmount : 128.0
 - 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 2083. The CoapplicantIncome is 3150.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2083</td>
      <td>3150.0</td>
      <td>128.0</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 & 2083 & 3150.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2083, 'CoapplicantIncome': 3150.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2083 dollars and his co-applicant earns 3150.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
27,Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 210, CoapplicantIncome is 2917.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : None
 - ApplicantIncome : 210
 - CoapplicantIncome : 2917.0
 - LoanAmount : 98.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 210. The CoapplicantIncome is 2917.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Not Graduate</td>
      <td>None</td>
      <td>210</td>
      <td>2917.0</td>
      <td>98.0</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 & 2 & Not Graduate & None & 210 & 2917.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 210, 'CoapplicantIncome': 2917.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A married female individual is applying for a loan of 98.0 dollars for 30.0 months. She has a credit history. She is not a graduate and has unknown self employment status. She earns 210 dollars and her co-applicant earns 2917.0 dollars. She has 2 people that she is liable to provide maintenance for. She lives in semiurban area.