,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.
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.
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.
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.
4,Male,LP002493,Male,No,0,Graduate,No,4166,0.0,98.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4166
 - CoapplicantIncome : 0.0
 - LoanAmount : 98.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 4166. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>4166</td>
      <td>0.0</td>
      <td>98.0</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 & No & 0 & Graduate & No & 4166 & 0.000000 & 98.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 98.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4166 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
5,Male,LP002191,Male,Yes,0,Graduate,No,19730,5266.0,570.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 19730, CoapplicantIncome is 5266.0, LoanAmount is 570.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 19730
 - CoapplicantIncome : 5266.0
 - LoanAmount : 570.0
 - 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 19730. The CoapplicantIncome is 5266.0. The LoanAmount is 570.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>19730</td>
      <td>5266.0</td>
      <td>570.0</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 & 19730 & 5266.000000 & 570.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 19730, 'CoapplicantIncome': 5266.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 570.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 570.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 19730 dollars and his co-applicant earns 5266.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
6,Male,LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166.0,130.0,360.0,,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3333, CoapplicantIncome is 2166.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 3333
 - CoapplicantIncome : 2166.0
 - 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 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3333. The CoapplicantIncome is 2166.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>Yes</td>
      <td>3333</td>
      <td>2166.0</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 & 3+ & Not Graduate & Yes & 3333 & 2166.000000 & 130.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3333, 'CoapplicantIncome': 2166.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is self employed. He earns 3333 dollars and his co-applicant earns 2166.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
7,,LP001050,,Yes,2,Not Graduate,No,3365,1917.0,112.0,360.0,0.0,Rural,N,"Gender is None, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3365, CoapplicantIncome is 1917.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : None
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3365
 - CoapplicantIncome : 1917.0
 - LoanAmount : 112.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Rural",The Gender is None. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3365. The CoapplicantIncome is 1917.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>2</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>3365</td>
      <td>1917.0</td>
      <td>112.0</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 & None & Yes & 2 & Not Graduate & No & 3365 & 1917.000000 & 112.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3365, 'CoapplicantIncome': 1917.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': None, 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 112.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3365 dollars and his co-applicant earns 1917.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
8,Female,LP001639,Female,Yes,0,Graduate,No,3625,0.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3625, CoapplicantIncome is 0.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - 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.
9,Male,LP001935,Male,No,0,Graduate,No,9508,0.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9508, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 9508
 - CoapplicantIncome : 0.0
 - 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 9508. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>9508</td>
      <td>0.0</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 & 9508 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 9508, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9508 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
10,Male,LP002706,Male,Yes,1,Not Graduate,No,5285,1430.0,161.0,360.0,0.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5285, CoapplicantIncome is 1430.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 5285
 - CoapplicantIncome : 1430.0
 - LoanAmount : 161.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 5285. The CoapplicantIncome is 1430.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>5285</td>
      <td>1430.0</td>
      <td>161.0</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 & 1 & Not Graduate & No & 5285 & 1430.000000 & 161.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5285, 'CoapplicantIncome': 1430.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 161.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 161.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 5285 dollars and his co-applicant earns 1430.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
11,Male,LP002862,Male,Yes,2,Not Graduate,No,6125,1625.0,187.0,480.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6125, CoapplicantIncome is 1625.0, LoanAmount is 187.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 6125
 - CoapplicantIncome : 1625.0
 - LoanAmount : 187.0
 - Loan_Amount_Term : 480.0
 - 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 6125. The CoapplicantIncome is 1625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>6125</td>
      <td>1625.0</td>
      <td>187.0</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 & 2 & Not Graduate & No & 6125 & 1625.000000 & 187.000000 & 480.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6125, 'CoapplicantIncome': 1625.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 480.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 40.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 6125 dollars and his co-applicant earns 1625.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
12,Male,LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2920, CoapplicantIncome is 16.12000084, LoanAmount is 87.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2920
 - CoapplicantIncome : 16.12000084
 - LoanAmount : 87.0
 - 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 2920. The CoapplicantIncome is 16.12000084. The LoanAmount is 87.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2920</td>
      <td>16.120001</td>
      <td>87.0</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 & 2920 & 16.120001 & 87.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2920, 'CoapplicantIncome': 16.12000084, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 87.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 87.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2920 dollars and his co-applicant earns 16.12000084 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
13,Male,LP001574,Male,Yes,0,Graduate,No,3707,3166.0,182.0,,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3707, CoapplicantIncome is 3166.0, LoanAmount is 182.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3707
 - CoapplicantIncome : 3166.0
 - LoanAmount : 182.0
 - Loan_Amount_Term : None
 - 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 3707. The CoapplicantIncome is 3166.0. The LoanAmount is 182.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural,"<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>3707</td>
      <td>3166.0</td>
      <td>182.0</td>
      <td>None</td>
      <td>1.0</td>
      <td>Rural</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 & 0 & Graduate & No & 3707 & 3166.000000 & 182.000000 & None & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3707, 'CoapplicantIncome': 3166.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 182.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 182.0 dollars for unknown months. He has a credit history. He is a graduate and is not self employed. He earns 3707 dollars and his co-applicant earns 3166.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
14,Male,LP002319,Male,Yes,0,Graduate,,6256,0.0,160.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6256, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 6256
 - CoapplicantIncome : 0.0
 - LoanAmount : 160.0
 - 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 None. The ApplicantIncome is 6256. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>6256</td>
      <td>0.0</td>
      <td>160.0</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 & None & 6256 & 0.000000 & 160.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 6256, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and has unknown self employment status. He earns 6256 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
15,Male,LP002699,Male,Yes,2,Graduate,Yes,17500,0.0,400.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 17500, CoapplicantIncome is 0.0, LoanAmount is 400.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 17500
 - CoapplicantIncome : 0.0
 - LoanAmount : 400.0
 - 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 Yes. The ApplicantIncome is 17500. The CoapplicantIncome is 0.0. The LoanAmount is 400.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>17500</td>
      <td>0.0</td>
      <td>400.0</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 & Yes & 17500 & 0.000000 & 400.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 17500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 400.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 400.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 17500 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
16,Male,LP001020,Male,Yes,1,Graduate,No,12841,10968.0,349.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12841, CoapplicantIncome is 10968.0, LoanAmount is 349.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 12841
 - CoapplicantIncome : 10968.0
 - LoanAmount : 349.0
 - 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 12841. The CoapplicantIncome is 10968.0. The LoanAmount is 349.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>12841</td>
      <td>10968.0</td>
      <td>349.0</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 & 12841 & 10968.000000 & 349.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 12841, 'CoapplicantIncome': 10968.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 349.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 349.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 12841 dollars and his co-applicant earns 10968.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
17,Male,LP002175,Male,Yes,0,Graduate,No,4750,2333.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 2333.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4750
 - CoapplicantIncome : 2333.0
 - LoanAmount : 130.0
 - 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 4750. The CoapplicantIncome is 2333.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4750</td>
      <td>2333.0</td>
      <td>130.0</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 & 4750 & 2333.000000 & 130.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4750, 'CoapplicantIncome': 2333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4750 dollars and his co-applicant earns 2333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
18,Male,LP002555,Male,Yes,2,Graduate,Yes,4583,2083.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 2083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 4583
 - CoapplicantIncome : 2083.0
 - LoanAmount : 160.0
 - 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 Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 2083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4583</td>
      <td>2083.0</td>
      <td>160.0</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 & Yes & 4583 & 2083.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4583, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 4583 dollars and his co-applicant earns 2083.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
19,Female,LP002367,Female,No,1,Not Graduate,No,4606,0.0,81.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4606, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Not Graduate
 - 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.
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.
21,Male,LP002234,Male,No,0,Graduate,Yes,7167,0.0,128.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7167, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 7167
 - 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 No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7167. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Yes</td>
      <td>7167</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 & No & 0 & Graduate & Yes & 7167 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 7167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 7167 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
22,Male,LP001275,Male,Yes,1,Graduate,No,3988,0.0,50.0,240.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3988, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3988
 - CoapplicantIncome : 0.0
 - LoanAmount : 50.0
 - Loan_Amount_Term : 240.0
 - 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 3988. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3988</td>
      <td>0.0</td>
      <td>50.0</td>
      <td>240.0</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 & 3988 & 0.000000 & 50.000000 & 240.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3988, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 240.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 50.0 dollars for 20.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3988 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
23,Male,LP001875,Male,No,0,Graduate,No,4095,3447.0,151.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4095, CoapplicantIncome is 3447.0, LoanAmount is 151.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4095
 - CoapplicantIncome : 3447.0
 - LoanAmount : 151.0
 - 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 4095. The CoapplicantIncome is 3447.0. The LoanAmount is 151.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4095</td>
      <td>3447.0</td>
      <td>151.0</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 & 4095 & 3447.000000 & 151.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4095, 'CoapplicantIncome': 3447.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 151.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 151.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4095 dollars and his co-applicant earns 3447.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
24,Male,LP001673,Male,No,0,Graduate,Yes,11000,0.0,83.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11000, CoapplicantIncome is 0.0, LoanAmount is 83.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 11000
 - CoapplicantIncome : 0.0
 - LoanAmount : 83.0
 - 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 Yes. The ApplicantIncome is 11000. The CoapplicantIncome is 0.0. The LoanAmount is 83.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Yes</td>
      <td>11000</td>
      <td>0.0</td>
      <td>83.0</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 & Yes & 11000 & 0.000000 & 83.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 11000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 83.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 83.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 11000 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
25,Male,LP002945,Male,Yes,0,Graduate,Yes,9963,0.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9963, CoapplicantIncome is 0.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 9963
 - CoapplicantIncome : 0.0
 - LoanAmount : 180.0
 - 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 Yes. The ApplicantIncome is 9963. The CoapplicantIncome is 0.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>9963</td>
      <td>0.0</td>
      <td>180.0</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 & Yes & 9963 & 0.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 9963, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 9963 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
26,Male,LP002732,Male,No,0,Not Graduate,,2550,2042.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2550, CoapplicantIncome is 2042.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : None
 - ApplicantIncome : 2550
 - CoapplicantIncome : 2042.0
 - LoanAmount : 126.0
 - 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 None. The ApplicantIncome is 2550. The CoapplicantIncome is 2042.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>None</td>
      <td>2550</td>
      <td>2042.0</td>
      <td>126.0</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 & None & 2550 & 2042.000000 & 126.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2550, 'CoapplicantIncome': 2042.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 126.0 dollars for 30.0 months. He has a credit history. He is not a graduate and has unknown self employment status. He earns 2550 dollars and his co-applicant earns 2042.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
27,Female,LP002502,Female,Yes,2,Not Graduate,,210,2917.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 210, CoapplicantIncome is 2917.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - 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.
28,Female,LP002894,Female,Yes,0,Graduate,No,3166,0.0,36.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 0.0, LoanAmount is 36.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3166
 - CoapplicantIncome : 0.0
 - LoanAmount : 36.0
 - 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 3166. The CoapplicantIncome is 0.0. The LoanAmount is 36.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3166</td>
      <td>0.0</td>
      <td>36.0</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 & 3166 & 0.000000 & 36.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 36.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 36.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3166 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
29,Male,LP001938,Male,Yes,2,Graduate,No,4400,0.0,127.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4400, CoapplicantIncome is 0.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4400
 - CoapplicantIncome : 0.0
 - LoanAmount : 127.0
 - 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 No. The ApplicantIncome is 4400. The CoapplicantIncome is 0.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>4400</td>
      <td>0.0</td>
      <td>127.0</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 & No & 4400 & 0.000000 & 127.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4400, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 127.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4400 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
30,Male,LP001255,Male,No,0,Graduate,No,3750,0.0,113.0,480.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3750
 - CoapplicantIncome : 0.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 480.0
 - 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 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>0.0</td>
      <td>113.0</td>
      <td>480.0</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 & 0.000000 & 113.000000 & 480.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 113.0 dollars for 40.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3750 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
31,Male,LP001319,Male,Yes,2,Not Graduate,No,3273,1820.0,81.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3273, CoapplicantIncome is 1820.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3273
 - CoapplicantIncome : 1820.0
 - LoanAmount : 81.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 3273. The CoapplicantIncome is 1820.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3273</td>
      <td>1820.0</td>
      <td>81.0</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 & Not Graduate & No & 3273 & 1820.000000 & 81.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3273, 'CoapplicantIncome': 1820.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 81.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3273 dollars and his co-applicant earns 1820.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
32,Male,LP001978,Male,No,0,Graduate,No,4000,2500.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2500.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4000
 - CoapplicantIncome : 2500.0
 - LoanAmount : 140.0
 - 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 4000. The CoapplicantIncome is 2500.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4000</td>
      <td>2500.0</td>
      <td>140.0</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 & 4000 & 2500.000000 & 140.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4000, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 140.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4000 dollars and his co-applicant earns 2500.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
33,Male,LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0.0,125.0,60.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 7100, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 7100
 - CoapplicantIncome : 0.0
 - LoanAmount : 125.0
 - Loan_Amount_Term : 60.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 7100. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Yes</td>
      <td>7100</td>
      <td>0.0</td>
      <td>125.0</td>
      <td>60.0</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+ & Not Graduate & Yes & 7100 & 0.000000 & 125.000000 & 60.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 7100, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 60.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 125.0 dollars for 5.0 months. He has a credit history. He is not a graduate and is self employed. He earns 7100 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
34,Male,LP001032,Male,No,0,Graduate,No,4950,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4950, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4950
 - CoapplicantIncome : 0.0
 - LoanAmount : 125.0
 - 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 4950. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4950</td>
      <td>0.0</td>
      <td>125.0</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 & 4950 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4950, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 125.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4950 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
35,Male,LP001711,Male,Yes,3+,Graduate,No,3430,1250.0,128.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3430, CoapplicantIncome is 1250.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3430
 - CoapplicantIncome : 1250.0
 - LoanAmount : 128.0
 - Loan_Amount_Term : 360.0
 - 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 3430. The CoapplicantIncome is 1250.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>3430</td>
      <td>1250.0</td>
      <td>128.0</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 & 3+ & Graduate & No & 3430 & 1250.000000 & 128.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3430, 'CoapplicantIncome': 1250.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3430 dollars and his co-applicant earns 1250.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
36,Female,LP001883,Female,No,0,Graduate,,3418,0.0,135.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3418, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 3418
 - CoapplicantIncome : 0.0
 - LoanAmount : 135.0
 - 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 None. The ApplicantIncome is 3418. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>None</td>
      <td>3418</td>
      <td>0.0</td>
      <td>135.0</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 & None & 3418 & 0.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3418, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 135.0 dollars for 30.0 months. She has a credit history. She is a graduate and has unknown self employment status. She earns 3418 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
37,Male,LP001289,Male,No,0,Graduate,No,8566,0.0,210.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8566, CoapplicantIncome is 0.0, LoanAmount is 210.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8566
 - CoapplicantIncome : 0.0
 - LoanAmount : 210.0
 - 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 8566. The CoapplicantIncome is 0.0. The LoanAmount is 210.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>8566</td>
      <td>0.0</td>
      <td>210.0</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 & 8566 & 0.000000 & 210.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 8566, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 210.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 210.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8566 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
38,Male,LP002652,Male,No,0,Graduate,No,5815,3666.0,311.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5815, CoapplicantIncome is 3666.0, LoanAmount is 311.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5815
 - CoapplicantIncome : 3666.0
 - LoanAmount : 311.0
 - 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 5815. The CoapplicantIncome is 3666.0. The LoanAmount is 311.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>5815</td>
      <td>3666.0</td>
      <td>311.0</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 & 5815 & 3666.000000 & 311.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5815, 'CoapplicantIncome': 3666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 311.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 311.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5815 dollars and his co-applicant earns 3666.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
39,Male,LP001405,Male,Yes,1,Graduate,No,2214,1398.0,85.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2214, CoapplicantIncome is 1398.0, LoanAmount is 85.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2214
 - CoapplicantIncome : 1398.0
 - LoanAmount : 85.0
 - 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 2214. The CoapplicantIncome is 1398.0. The LoanAmount is 85.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>2214</td>
      <td>1398.0</td>
      <td>85.0</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 & 2214 & 1398.000000 & 85.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 2214, 'CoapplicantIncome': 1398.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 85.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 85.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2214 dollars and his co-applicant earns 1398.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
40,Male,LP002272,Male,Yes,2,Graduate,No,3276,484.0,135.0,360.0,,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3276, CoapplicantIncome is 484.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3276
 - CoapplicantIncome : 484.0
 - LoanAmount : 135.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 3276. The CoapplicantIncome is 484.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>3276</td>
      <td>484.0</td>
      <td>135.0</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 & Graduate & No & 3276 & 484.000000 & 135.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3276, 'CoapplicantIncome': 484.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 135.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 3276 dollars and his co-applicant earns 484.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
41,Male,LP002347,Male,Yes,0,Graduate,No,3246,1417.0,138.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3246, CoapplicantIncome is 1417.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3246
 - CoapplicantIncome : 1417.0
 - LoanAmount : 138.0
 - 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 3246. The CoapplicantIncome is 1417.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3246</td>
      <td>1417.0</td>
      <td>138.0</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 & 3246 & 1417.000000 & 138.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3246, 'CoapplicantIncome': 1417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 138.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3246 dollars and his co-applicant earns 1417.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
42,Male,LP001098,Male,Yes,0,Graduate,No,3500,1667.0,114.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1667.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3500
 - CoapplicantIncome : 1667.0
 - LoanAmount : 114.0
 - 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 3500. The CoapplicantIncome is 1667.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3500</td>
      <td>1667.0</td>
      <td>114.0</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 & 3500 & 1667.000000 & 114.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3500, 'CoapplicantIncome': 1667.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 114.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 114.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3500 dollars and his co-applicant earns 1667.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
43,Male,LP001002,Male,No,0,Graduate,No,5849,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5849, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5849
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - 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 5849. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>5849</td>
      <td>0.0</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 & No & 0 & Graduate & No & 5849 & 0.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5849, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5849 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
44,Male,LP002964,Male,Yes,2,Not Graduate,No,3987,1411.0,157.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3987, CoapplicantIncome is 1411.0, LoanAmount is 157.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3987
 - CoapplicantIncome : 1411.0
 - LoanAmount : 157.0
 - 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 3987. The CoapplicantIncome is 1411.0. The LoanAmount is 157.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3987</td>
      <td>1411.0</td>
      <td>157.0</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 & 3987 & 1411.000000 & 157.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3987, 'CoapplicantIncome': 1411.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 157.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 157.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3987 dollars and his co-applicant earns 1411.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
45,Male,LP001610,Male,Yes,3+,Graduate,No,5516,11300.0,495.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5516, CoapplicantIncome is 11300.0, LoanAmount is 495.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5516
 - CoapplicantIncome : 11300.0
 - LoanAmount : 495.0
 - Loan_Amount_Term : 360.0
 - 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 5516. The CoapplicantIncome is 11300.0. The LoanAmount is 495.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>5516</td>
      <td>11300.0</td>
      <td>495.0</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 & 3+ & Graduate & No & 5516 & 11300.000000 & 495.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5516, 'CoapplicantIncome': 11300.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 495.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 495.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 5516 dollars and his co-applicant earns 11300.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
46,Male,LP002149,Male,Yes,2,Graduate,No,8333,3167.0,165.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 3167.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8333
 - CoapplicantIncome : 3167.0
 - LoanAmount : 165.0
 - 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 8333. The CoapplicantIncome is 3167.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>8333</td>
      <td>3167.0</td>
      <td>165.0</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 & 8333 & 3167.000000 & 165.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 8333, 'CoapplicantIncome': 3167.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 165.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8333 dollars and his co-applicant earns 3167.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
47,Female,LP002287,Female,No,0,Graduate,No,1500,1800.0,103.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1500, CoapplicantIncome is 1800.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1500
 - CoapplicantIncome : 1800.0
 - 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 1500. The CoapplicantIncome is 1800.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>1500</td>
      <td>1800.0</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 & 1500 & 1800.000000 & 103.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1500, 'CoapplicantIncome': 1800.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 103.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 1500 dollars and her co-applicant earns 1800.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
48,Male,LP002602,Male,No,0,Graduate,No,6283,4416.0,209.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6283, CoapplicantIncome is 4416.0, LoanAmount is 209.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6283
 - CoapplicantIncome : 4416.0
 - LoanAmount : 209.0
 - 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 6283. The CoapplicantIncome is 4416.0. The LoanAmount is 209.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>6283</td>
      <td>4416.0</td>
      <td>209.0</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 & 6283 & 4416.000000 & 209.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6283, 'CoapplicantIncome': 4416.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 209.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 209.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 6283 dollars and his co-applicant earns 4416.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
49,Male,LP001864,Male,Yes,3+,Not Graduate,No,4931,0.0,128.0,360.0,,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4931, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4931
 - CoapplicantIncome : 0.0
 - LoanAmount : 128.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4931. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>4931</td>
      <td>0.0</td>
      <td>128.0</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 & 3+ & Not Graduate & No & 4931 & 0.000000 & 128.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4931, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 4931 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
50,Male,LP001047,Male,Yes,0,Not Graduate,No,2600,1911.0,116.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1911.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2600
 - CoapplicantIncome : 1911.0
 - LoanAmount : 116.0
 - 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 2600. The CoapplicantIncome is 1911.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>2600</td>
      <td>1911.0</td>
      <td>116.0</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 & 2600 & 1911.000000 & 116.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2600, 'CoapplicantIncome': 1911.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 116.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2600 dollars and his co-applicant earns 1911.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
51,Male,LP002459,Male,Yes,0,Graduate,No,4301,0.0,118.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4301, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4301
 - CoapplicantIncome : 0.0
 - LoanAmount : 118.0
 - 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 4301. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4301</td>
      <td>0.0</td>
      <td>118.0</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 & 4301 & 0.000000 & 118.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4301, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 118.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4301 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
52,Female,LP001404,Female,Yes,0,Graduate,No,3167,2283.0,154.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 2283.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3167
 - CoapplicantIncome : 2283.0
 - LoanAmount : 154.0
 - 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 3167. The CoapplicantIncome is 2283.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3167</td>
      <td>2283.0</td>
      <td>154.0</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 & 3167 & 2283.000000 & 154.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3167, 'CoapplicantIncome': 2283.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 154.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 154.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3167 dollars and her co-applicant earns 2283.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
53,Male,LP001310,Male,Yes,0,Graduate,No,5695,4167.0,175.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5695, CoapplicantIncome is 4167.0, LoanAmount is 175.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5695
 - CoapplicantIncome : 4167.0
 - 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 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5695. The CoapplicantIncome is 4167.0. The LoanAmount is 175.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5695</td>
      <td>4167.0</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 & 0 & Graduate & No & 5695 & 4167.000000 & 175.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5695, 'CoapplicantIncome': 4167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 175.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5695 dollars and his co-applicant earns 4167.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
54,Male,LP002898,Male,Yes,1,Graduate,No,1880,0.0,61.0,360.0,,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1880, CoapplicantIncome is 0.0, LoanAmount is 61.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1880
 - CoapplicantIncome : 0.0
 - LoanAmount : 61.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1880. The CoapplicantIncome is 0.0. The LoanAmount is 61.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>1880</td>
      <td>0.0</td>
      <td>61.0</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 & Yes & 1 & Graduate & No & 1880 & 0.000000 & 61.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 1880, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 61.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 61.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 1880 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
55,Male,LP002422,Male,No,1,Graduate,No,37719,0.0,152.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 37719, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 37719
 - CoapplicantIncome : 0.0
 - LoanAmount : 152.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 37719. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Graduate</td>
      <td>No</td>
      <td>37719</td>
      <td>0.0</td>
      <td>152.0</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 & 1 & Graduate & No & 37719 & 0.000000 & 152.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 37719, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 152.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 37719 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
56,Male,LP001038,Male,Yes,0,Not Graduate,No,4887,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4887, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4887
 - CoapplicantIncome : 0.0
 - LoanAmount : 133.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 4887. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4887</td>
      <td>0.0</td>
      <td>133.0</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 & Not Graduate & No & 4887 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4887, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 133.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4887 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
57,Male,LP002226,Male,Yes,0,Graduate,,3333,2500.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3333, CoapplicantIncome is 2500.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 3333
 - CoapplicantIncome : 2500.0
 - 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 None. The ApplicantIncome is 3333. The CoapplicantIncome is 2500.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3333</td>
      <td>2500.0</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 & None & 3333 & 2500.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3333, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3333 dollars and his co-applicant earns 2500.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
58,Male,LP002434,Male,Yes,2,Not Graduate,No,4652,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4652
 - 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 Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4652</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 & Yes & 2 & Not Graduate & No & 4652 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4652, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4652 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
59,Male,LP001508,Male,Yes,2,Graduate,No,11757,0.0,187.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11757, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 11757
 - CoapplicantIncome : 0.0
 - LoanAmount : 187.0
 - Loan_Amount_Term : 180.0
 - 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 11757. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>11757</td>
      <td>0.0</td>
      <td>187.0</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 & 2 & Graduate & No & 11757 & 0.000000 & 187.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 11757, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 11757 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
60,Male,LP001936,Male,Yes,0,Graduate,No,3075,2416.0,139.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3075, CoapplicantIncome is 2416.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3075
 - CoapplicantIncome : 2416.0
 - LoanAmount : 139.0
 - 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 3075. The CoapplicantIncome is 2416.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3075</td>
      <td>2416.0</td>
      <td>139.0</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 & 3075 & 2416.000000 & 139.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3075, 'CoapplicantIncome': 2416.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 139.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 139.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3075 dollars and his co-applicant earns 2416.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
61,Female,LP002142,Female,Yes,0,Graduate,Yes,5500,0.0,105.0,360.0,0.0,Rural,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5500, CoapplicantIncome is 0.0, LoanAmount is 105.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5500
 - CoapplicantIncome : 0.0
 - LoanAmount : 105.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Rural",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5500. The CoapplicantIncome is 0.0. The LoanAmount is 105.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>Yes</td>
      <td>5500</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 & Female & Yes & 0 & Graduate & Yes & 5500 & 0.000000 & 105.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 105.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married female individual is applying for a loan of 105.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is self employed. She earns 5500 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
62,Male,LP002788,Male,Yes,0,Not Graduate,No,2454,2333.0,181.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2454, CoapplicantIncome is 2333.0, LoanAmount is 181.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2454
 - CoapplicantIncome : 2333.0
 - LoanAmount : 181.0
 - 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 2454. The CoapplicantIncome is 2333.0. The LoanAmount is 181.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>2454</td>
      <td>2333.0</td>
      <td>181.0</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 & 2454 & 2333.000000 & 181.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2454, 'CoapplicantIncome': 2333.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 181.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 181.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2454 dollars and his co-applicant earns 2333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
63,Male,LP002950,Male,Yes,0,Not Graduate,,2894,2792.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 2894, CoapplicantIncome is 2792.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : None
 - ApplicantIncome : 2894
 - CoapplicantIncome : 2792.0
 - 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 0. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 2894. The CoapplicantIncome is 2792.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>None</td>
      <td>2894</td>
      <td>2792.0</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 & 0 & Not Graduate & None & 2894 & 2792.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2894, 'CoapplicantIncome': 2792.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 155.0 dollars for 30.0 months. He has a credit history. He is not a graduate and has unknown self employment status. He earns 2894 dollars and his co-applicant earns 2792.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
64,Male,LP001868,Male,No,0,Graduate,No,2060,2209.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2060, CoapplicantIncome is 2209.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2060
 - CoapplicantIncome : 2209.0
 - LoanAmount : 134.0
 - 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 2060. The CoapplicantIncome is 2209.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2060</td>
      <td>2209.0</td>
      <td>134.0</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 & 2060 & 2209.000000 & 134.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2060, 'CoapplicantIncome': 2209.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 134.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2060 dollars and his co-applicant earns 2209.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
65,Male,LP002587,Male,Yes,0,Not Graduate,No,2600,1700.0,107.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 1700.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2600
 - CoapplicantIncome : 1700.0
 - 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 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 1700.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2600</td>
      <td>1700.0</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 & 0 & Not Graduate & No & 2600 & 1700.000000 & 107.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2600, 'CoapplicantIncome': 1700.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 107.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2600 dollars and his co-applicant earns 1700.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
66,Male,LP002716,Male,No,0,Not Graduate,No,6783,0.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6783, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 6783
 - CoapplicantIncome : 0.0
 - LoanAmount : 130.0
 - 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 6783. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>6783</td>
      <td>0.0</td>
      <td>130.0</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 & 6783 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6783, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 6783 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
67,Female,LP002335,Female,Yes,0,Not Graduate,No,2149,3237.0,178.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2149, CoapplicantIncome is 3237.0, LoanAmount is 178.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2149
 - CoapplicantIncome : 3237.0
 - LoanAmount : 178.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2149. The CoapplicantIncome is 3237.0. The LoanAmount is 178.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>No</td>
      <td>2149</td>
      <td>3237.0</td>
      <td>178.0</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 & Yes & 0 & Not Graduate & No & 2149 & 3237.000000 & 178.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2149, 'CoapplicantIncome': 3237.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 178.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 178.0 dollars for 30.0 months. She does not have a credit history. She is not a graduate and is not self employed. She earns 2149 dollars and her co-applicant earns 3237.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
68,Male,LP001578,Male,Yes,0,Graduate,No,2439,3333.0,129.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2439, CoapplicantIncome is 3333.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2439
 - CoapplicantIncome : 3333.0
 - LoanAmount : 129.0
 - 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 2439. The CoapplicantIncome is 3333.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2439</td>
      <td>3333.0</td>
      <td>129.0</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 & 2439 & 3333.000000 & 129.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2439, 'CoapplicantIncome': 3333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 129.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 129.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2439 dollars and his co-applicant earns 3333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
69,Female,LP001186,Female,Yes,1,Graduate,Yes,11500,0.0,286.0,360.0,0.0,Urban,N,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 11500, CoapplicantIncome is 0.0, LoanAmount is 286.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 11500
 - CoapplicantIncome : 0.0
 - LoanAmount : 286.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 11500. The CoapplicantIncome is 0.0. The LoanAmount is 286.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>1</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>11500</td>
      <td>0.0</td>
      <td>286.0</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 & Yes & 1 & Graduate & Yes & 11500 & 0.000000 & 286.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 11500, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 286.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married female individual is applying for a loan of 286.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is self employed. She earns 11500 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
70,Male,LP001825,Male,Yes,0,Graduate,No,1809,1868.0,90.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1809, CoapplicantIncome is 1868.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1809
 - CoapplicantIncome : 1868.0
 - LoanAmount : 90.0
 - 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 1809. The CoapplicantIncome is 1868.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1809</td>
      <td>1868.0</td>
      <td>90.0</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 & 1809 & 1868.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1809, 'CoapplicantIncome': 1868.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 90.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1809 dollars and his co-applicant earns 1868.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
71,Male,LP001138,Male,Yes,1,Graduate,No,5649,0.0,44.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5649, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5649
 - CoapplicantIncome : 0.0
 - LoanAmount : 44.0
 - 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 5649. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>5649</td>
      <td>0.0</td>
      <td>44.0</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 & 5649 & 0.000000 & 44.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5649, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 44.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 44.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5649 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
72,Male,LP001322,Male,No,0,Graduate,No,4133,0.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4133, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4133
 - CoapplicantIncome : 0.0
 - LoanAmount : 122.0
 - 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 4133. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4133</td>
      <td>0.0</td>
      <td>122.0</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 & 4133 & 0.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4133, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 122.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4133 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
73,Male,LP001892,Male,No,0,Graduate,No,2833,1857.0,126.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 1857.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2833
 - CoapplicantIncome : 1857.0
 - LoanAmount : 126.0
 - 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 2833. The CoapplicantIncome is 1857.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2833</td>
      <td>1857.0</td>
      <td>126.0</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 & 2833 & 1857.000000 & 126.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2833, 'CoapplicantIncome': 1857.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 126.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2833 dollars and his co-applicant earns 1857.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
74,Male,LP001379,Male,Yes,2,Graduate,No,3800,3600.0,216.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3800, CoapplicantIncome is 3600.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3800
 - CoapplicantIncome : 3600.0
 - LoanAmount : 216.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 3800. The CoapplicantIncome is 3600.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>3800</td>
      <td>3600.0</td>
      <td>216.0</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 & 2 & Graduate & No & 3800 & 3600.000000 & 216.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3800, 'CoapplicantIncome': 3600.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 216.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 216.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3800 dollars and his co-applicant earns 3600.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
75,Male,LP001910,Male,No,1,Not Graduate,Yes,4053,2426.0,158.0,360.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4053, CoapplicantIncome is 2426.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 4053
 - CoapplicantIncome : 2426.0
 - LoanAmount : 158.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4053. The CoapplicantIncome is 2426.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>4053</td>
      <td>2426.0</td>
      <td>158.0</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 & No & 1 & Not Graduate & Yes & 4053 & 2426.000000 & 158.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4053, 'CoapplicantIncome': 2426.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 158.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is self employed. He earns 4053 dollars and his co-applicant earns 2426.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
76,Male,LP001665,Male,Yes,1,Graduate,No,3125,2583.0,170.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3125, CoapplicantIncome is 2583.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3125
 - CoapplicantIncome : 2583.0
 - LoanAmount : 170.0
 - 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 3125. The CoapplicantIncome is 2583.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3125</td>
      <td>2583.0</td>
      <td>170.0</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 & 3125 & 2583.000000 & 170.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3125, 'CoapplicantIncome': 2583.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 170.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3125 dollars and his co-applicant earns 2583.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
77,Female,LP002990,Female,No,0,Graduate,Yes,4583,0.0,133.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 4583
 - CoapplicantIncome : 0.0
 - LoanAmount : 133.0
 - 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 Yes. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>4583</td>
      <td>0.0</td>
      <td>133.0</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 & Yes & 4583 & 0.000000 & 133.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 133.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is self employed. She earns 4583 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
78,Female,LP002586,Female,Yes,1,Graduate,No,3326,913.0,105.0,84.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3326, CoapplicantIncome is 913.0, LoanAmount is 105.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3326
 - CoapplicantIncome : 913.0
 - LoanAmount : 105.0
 - Loan_Amount_Term : 84.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3326. The CoapplicantIncome is 913.0. The LoanAmount is 105.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3326</td>
      <td>913.0</td>
      <td>105.0</td>
      <td>84.0</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 & 1 & Graduate & No & 3326 & 913.000000 & 105.000000 & 84.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3326, 'CoapplicantIncome': 913.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 105.0, 'Loan_Amount_Term': 84.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 105.0 dollars for 7.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3326 dollars and her co-applicant earns 913.0 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
79,Male,LP002447,Male,Yes,2,Not Graduate,No,1958,1456.0,60.0,300.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1958, CoapplicantIncome is 1456.0, LoanAmount is 60.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 1958
 - CoapplicantIncome : 1456.0
 - LoanAmount : 60.0
 - Loan_Amount_Term : 300.0
 - Credit_History : None
 - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1958. The CoapplicantIncome is 1456.0. The LoanAmount is 60.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Urban,"<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>1958</td>
      <td>1456.0</td>
      <td>60.0</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 & 2 & Not Graduate & No & 1958 & 1456.000000 & 60.000000 & 300.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 1958, 'CoapplicantIncome': 1456.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 60.0 dollars for 25.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 1958 dollars and his co-applicant earns 1456.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
80,Male,LP001811,Male,Yes,0,Not Graduate,No,3406,4417.0,123.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3406, CoapplicantIncome is 4417.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3406
 - CoapplicantIncome : 4417.0
 - LoanAmount : 123.0
 - 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 No. The ApplicantIncome is 3406. The CoapplicantIncome is 4417.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3406</td>
      <td>4417.0</td>
      <td>123.0</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 & No & 3406 & 4417.000000 & 123.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3406, 'CoapplicantIncome': 4417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 123.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3406 dollars and his co-applicant earns 4417.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
81,Male,LP002265,Male,Yes,2,Not Graduate,No,1993,1625.0,113.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1993, CoapplicantIncome is 1625.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 1993
 - CoapplicantIncome : 1625.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 180.0
 - 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 1993. The CoapplicantIncome is 1625.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1993</td>
      <td>1625.0</td>
      <td>113.0</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 & 2 & Not Graduate & No & 1993 & 1625.000000 & 113.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1993, 'CoapplicantIncome': 1625.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 113.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 1993 dollars and his co-applicant earns 1625.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
82,Female,LP002002,Female,No,0,Graduate,No,2917,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2917
 - CoapplicantIncome : 0.0
 - LoanAmount : 84.0
 - 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 2917. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2917</td>
      <td>0.0</td>
      <td>84.0</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 & 2917 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2917, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 84.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2917 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
83,Male,LP002315,Male,Yes,1,Graduate,No,8300,0.0,152.0,300.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8300, CoapplicantIncome is 0.0, LoanAmount is 152.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8300
 - CoapplicantIncome : 0.0
 - LoanAmount : 152.0
 - Loan_Amount_Term : 300.0
 - Credit_History : 0.0
 - 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 8300. The CoapplicantIncome is 0.0. The LoanAmount is 152.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>8300</td>
      <td>0.0</td>
      <td>152.0</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 & 1 & Graduate & No & 8300 & 0.000000 & 152.000000 & 300.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 8300, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 152.0 dollars for 25.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 8300 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
84,Male,LP002855,Male,Yes,2,Graduate,No,16666,0.0,275.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 16666, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 16666
 - CoapplicantIncome : 0.0
 - LoanAmount : 275.0
 - 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 16666. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>16666</td>
      <td>0.0</td>
      <td>275.0</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 & 16666 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 16666, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 275.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 16666 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
85,Male,LP001872,Male,No,0,Graduate,Yes,5166,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5166, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5166
 - CoapplicantIncome : 0.0
 - LoanAmount : 128.0
 - 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 Yes. The ApplicantIncome is 5166. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>5166</td>
      <td>0.0</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 & No & 0 & Graduate & Yes & 5166 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 5166 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
86,Male,LP002547,Male,Yes,1,Graduate,No,18333,0.0,500.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 18333, CoapplicantIncome is 0.0, LoanAmount is 500.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 18333
 - CoapplicantIncome : 0.0
 - LoanAmount : 500.0
 - 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 18333. The CoapplicantIncome is 0.0. The LoanAmount is 500.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>18333</td>
      <td>0.0</td>
      <td>500.0</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 & 18333 & 0.000000 & 500.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 18333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 500.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 500.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 18333 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
87,Female,LP001241,Female,No,0,Graduate,No,4300,0.0,136.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4300
 - CoapplicantIncome : 0.0
 - LoanAmount : 136.0
 - 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 4300. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>4300</td>
      <td>0.0</td>
      <td>136.0</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 & 4300 & 0.000000 & 136.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4300, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 136.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 4300 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
88,Male,LP002772,Male,No,0,Graduate,No,2526,1783.0,145.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2526, CoapplicantIncome is 1783.0, LoanAmount is 145.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2526
 - CoapplicantIncome : 1783.0
 - LoanAmount : 145.0
 - 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 2526. The CoapplicantIncome is 1783.0. The LoanAmount is 145.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2526</td>
      <td>1783.0</td>
      <td>145.0</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 & 2526 & 1783.000000 & 145.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2526, 'CoapplicantIncome': 1783.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 145.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 145.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2526 dollars and his co-applicant earns 1783.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
89,Male,LP002342,Male,Yes,2,Graduate,Yes,1600,20000.0,239.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 1600, CoapplicantIncome is 20000.0, LoanAmount is 239.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 1600
 - CoapplicantIncome : 20000.0
 - LoanAmount : 239.0
 - 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 1600. The CoapplicantIncome is 20000.0. The LoanAmount is 239.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1600</td>
      <td>20000.0</td>
      <td>239.0</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 & 1600 & 20000.000000 & 239.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1600, 'CoapplicantIncome': 20000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 239.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 239.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 1600 dollars and his co-applicant earns 20000.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
90,Female,LP001925,Female,No,0,Graduate,Yes,2600,1717.0,99.0,300.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2600, CoapplicantIncome is 1717.0, LoanAmount is 99.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2600
 - CoapplicantIncome : 1717.0
 - LoanAmount : 99.0
 - Loan_Amount_Term : 300.0
 - 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 Yes. The ApplicantIncome is 2600. The CoapplicantIncome is 1717.0. The LoanAmount is 99.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2600</td>
      <td>1717.0</td>
      <td>99.0</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 & Female & No & 0 & Graduate & Yes & 2600 & 1717.000000 & 99.000000 & 300.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2600, 'CoapplicantIncome': 1717.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 99.0, 'Loan_Amount_Term': 300.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 99.0 dollars for 25.0 months. She has a credit history. She is a graduate and is self employed. She earns 2600 dollars and her co-applicant earns 1717.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
91,Male,LP002738,Male,No,2,Graduate,No,3617,0.0,107.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3617, CoapplicantIncome is 0.0, LoanAmount is 107.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3617
 - CoapplicantIncome : 0.0
 - LoanAmount : 107.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3617. The CoapplicantIncome is 0.0. The LoanAmount is 107.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3617</td>
      <td>0.0</td>
      <td>107.0</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 & 2 & Graduate & No & 3617 & 0.000000 & 107.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3617, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 107.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 107.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3617 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
92,Female,LP002741,Female,Yes,1,Graduate,No,4608,2845.0,140.0,180.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4608, CoapplicantIncome is 2845.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4608
 - CoapplicantIncome : 2845.0
 - LoanAmount : 140.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4608. The CoapplicantIncome is 2845.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4608</td>
      <td>2845.0</td>
      <td>140.0</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 & Female & Yes & 1 & Graduate & No & 4608 & 2845.000000 & 140.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4608, 'CoapplicantIncome': 2845.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 140.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 140.0 dollars for 15.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4608 dollars and her co-applicant earns 2845.0 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
93,Female,LP001955,Female,No,0,Graduate,No,5000,2541.0,151.0,480.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 2541.0, LoanAmount is 151.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5000
 - CoapplicantIncome : 2541.0
 - LoanAmount : 151.0
 - Loan_Amount_Term : 480.0
 - 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 5000. The CoapplicantIncome is 2541.0. The LoanAmount is 151.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2541.0</td>
      <td>151.0</td>
      <td>480.0</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 & 5000 & 2541.000000 & 151.000000 & 480.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5000, 'CoapplicantIncome': 2541.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 151.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 151.0 dollars for 40.0 months. She has a credit history. She is a graduate and is not self employed. She earns 5000 dollars and her co-applicant earns 2541.0 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
94,Male,LP001520,Male,Yes,0,Graduate,No,4860,830.0,125.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4860, CoapplicantIncome is 830.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4860
 - CoapplicantIncome : 830.0
 - LoanAmount : 125.0
 - 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 4860. The CoapplicantIncome is 830.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4860</td>
      <td>830.0</td>
      <td>125.0</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 & 4860 & 830.000000 & 125.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4860, 'CoapplicantIncome': 830.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 125.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4860 dollars and his co-applicant earns 830.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
95,Male,LP001439,Male,Yes,0,Not Graduate,No,4300,2014.0,194.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4300, CoapplicantIncome is 2014.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4300
 - CoapplicantIncome : 2014.0
 - LoanAmount : 194.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 4300. The CoapplicantIncome is 2014.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4300</td>
      <td>2014.0</td>
      <td>194.0</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 & Not Graduate & No & 4300 & 2014.000000 & 194.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4300, 'CoapplicantIncome': 2014.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 194.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 194.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4300 dollars and his co-applicant earns 2014.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
96,Male,LP002418,Male,No,3+,Not Graduate,No,4707,1993.0,148.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4707, CoapplicantIncome is 1993.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4707
 - CoapplicantIncome : 1993.0
 - LoanAmount : 148.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4707. The CoapplicantIncome is 1993.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3+</td>
      <td>Not Graduate</td>
      <td>No</td>
      <td>4707</td>
      <td>1993.0</td>
      <td>148.0</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 & 3+ & Not Graduate & No & 4707 & 1993.000000 & 148.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4707, 'CoapplicantIncome': 1993.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 148.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 148.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4707 dollars and his co-applicant earns 1993.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
97,Male,LP002536,Male,Yes,3+,Not Graduate,No,3095,0.0,113.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3095, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3095
 - 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 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3095. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3095</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 & 3+ & Not Graduate & No & 3095 & 0.000000 & 113.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3095, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 113.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3095 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
98,Male,LP001640,Male,Yes,0,Graduate,Yes,39147,4750.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 39147, CoapplicantIncome is 4750.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 39147
 - CoapplicantIncome : 4750.0
 - 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 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 39147. The CoapplicantIncome is 4750.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>39147</td>
      <td>4750.0</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 & 0 & Graduate & Yes & 39147 & 4750.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 39147, 'CoapplicantIncome': 4750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 39147 dollars and his co-applicant earns 4750.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
99,Male,LP001819,Male,Yes,1,Not Graduate,No,6608,0.0,137.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6608, CoapplicantIncome is 0.0, LoanAmount is 137.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 6608
 - CoapplicantIncome : 0.0
 - LoanAmount : 137.0
 - Loan_Amount_Term : 180.0
 - 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 6608. The CoapplicantIncome is 0.0. The LoanAmount is 137.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>6608</td>
      <td>0.0</td>
      <td>137.0</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 & 1 & Not Graduate & No & 6608 & 0.000000 & 137.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 6608, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 137.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 137.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 6608 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
100,Male,LP001963,Male,Yes,1,Graduate,No,2014,2925.0,113.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2014, CoapplicantIncome is 2925.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2014
 - CoapplicantIncome : 2925.0
 - 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 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2014. The CoapplicantIncome is 2925.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2014</td>
      <td>2925.0</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 & 1 & Graduate & No & 2014 & 2925.000000 & 113.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2014, 'CoapplicantIncome': 2925.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 113.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2014 dollars and his co-applicant earns 2925.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
101,Male,LP002705,Male,Yes,0,Graduate,No,3775,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3775, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3775
 - CoapplicantIncome : 0.0
 - LoanAmount : 110.0
 - 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 3775. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3775</td>
      <td>0.0</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 & Yes & 0 & Graduate & No & 3775 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3775, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3775 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
102,Male,LP001891,Male,Yes,0,Graduate,No,11146,0.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 11146, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 11146
 - 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 Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 11146. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>11146</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 & Yes & 0 & Graduate & No & 11146 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 11146, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 136.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 11146 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
103,Male,LP001907,Male,Yes,0,Graduate,No,14583,0.0,436.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 436.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 14583
 - CoapplicantIncome : 0.0
 - LoanAmount : 436.0
 - 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 14583. The CoapplicantIncome is 0.0. The LoanAmount is 436.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>14583</td>
      <td>0.0</td>
      <td>436.0</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 & 14583 & 0.000000 & 436.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 14583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 436.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 436.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 14583 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
104,Male,LP001095,Male,No,0,Graduate,No,3167,0.0,74.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3167, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3167
 - CoapplicantIncome : 0.0
 - 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 3167. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3167</td>
      <td>0.0</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 & 3167 & 0.000000 & 74.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 74.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3167 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
105,Male,LP002928,Male,Yes,0,Graduate,No,3000,3416.0,56.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 3416.0, LoanAmount is 56.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3000
 - CoapplicantIncome : 3416.0
 - LoanAmount : 56.0
 - 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 3000. The CoapplicantIncome is 3416.0. The LoanAmount is 56.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3000</td>
      <td>3416.0</td>
      <td>56.0</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 & 3000 & 3416.000000 & 56.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3000, 'CoapplicantIncome': 3416.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 56.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 56.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3000 dollars and his co-applicant earns 3416.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
106,Male,LP002692,Male,Yes,3+,Graduate,Yes,5677,1424.0,100.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5677, CoapplicantIncome is 1424.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5677
 - CoapplicantIncome : 1424.0
 - LoanAmount : 100.0
 - 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 Graduate. The Self_Employed is Yes. The ApplicantIncome is 5677. The CoapplicantIncome is 1424.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Yes</td>
      <td>5677</td>
      <td>1424.0</td>
      <td>100.0</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+ & Graduate & Yes & 5677 & 1424.000000 & 100.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5677, 'CoapplicantIncome': 1424.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 5677 dollars and his co-applicant earns 1424.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
107,Male,LP002888,Male,No,0,Graduate,,3182,2917.0,161.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3182, CoapplicantIncome is 2917.0, LoanAmount is 161.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 3182
 - CoapplicantIncome : 2917.0
 - LoanAmount : 161.0
 - 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 None. The ApplicantIncome is 3182. The CoapplicantIncome is 2917.0. The LoanAmount is 161.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3182</td>
      <td>2917.0</td>
      <td>161.0</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 & None & 3182 & 2917.000000 & 161.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3182, 'CoapplicantIncome': 2917.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 161.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 161.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3182 dollars and his co-applicant earns 2917.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
108,Male,LP002515,Male,Yes,1,Graduate,Yes,3450,2079.0,162.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3450, CoapplicantIncome is 2079.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 3450
 - CoapplicantIncome : 2079.0
 - 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 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 3450. The CoapplicantIncome is 2079.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3450</td>
      <td>2079.0</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 & 1 & Graduate & Yes & 3450 & 2079.000000 & 162.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3450, 'CoapplicantIncome': 2079.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 162.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 3450 dollars and his co-applicant earns 2079.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
109,Male,LP002960,Male,Yes,0,Not Graduate,No,2400,3800.0,,180.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 3800.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2400
 - CoapplicantIncome : 3800.0
 - LoanAmount : None
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 3800.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2400</td>
      <td>3800.0</td>
      <td>None</td>
      <td>180.0</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 & Not Graduate & No & 2400 & 3800.000000 & None & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2400, 'CoapplicantIncome': 3800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2400 dollars and his co-applicant earns 3800.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
110,Male,LP001398,Male,No,0,Graduate,,5050,0.0,118.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5050, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 5050
 - CoapplicantIncome : 0.0
 - LoanAmount : 118.0
 - 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 None. The ApplicantIncome is 5050. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5050</td>
      <td>0.0</td>
      <td>118.0</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 & None & 5050 & 0.000000 & 118.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5050, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 118.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 5050 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
111,Male,LP001688,Male,Yes,1,Not Graduate,No,3500,1083.0,135.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3500, CoapplicantIncome is 1083.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3500
 - CoapplicantIncome : 1083.0
 - LoanAmount : 135.0
 - 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 3500. The CoapplicantIncome is 1083.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3500</td>
      <td>1083.0</td>
      <td>135.0</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 & 3500 & 1083.000000 & 135.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3500, 'CoapplicantIncome': 1083.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 135.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3500 dollars and his co-applicant earns 1083.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
112,Male,LP001498,Male,No,0,Graduate,No,5417,0.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5417
 - CoapplicantIncome : 0.0
 - LoanAmount : 168.0
 - 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 5417. The CoapplicantIncome is 0.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>5417</td>
      <td>0.0</td>
      <td>168.0</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 & 5417 & 0.000000 & 168.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5417, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 168.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5417 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
113,Male,LP002138,Male,Yes,0,Graduate,No,2625,6250.0,187.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2625, CoapplicantIncome is 6250.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2625
 - CoapplicantIncome : 6250.0
 - LoanAmount : 187.0
 - 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 2625. The CoapplicantIncome is 6250.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2625</td>
      <td>6250.0</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 & Yes & 0 & Graduate & No & 2625 & 6250.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2625, 'CoapplicantIncome': 6250.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2625 dollars and his co-applicant earns 6250.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
114,Male,LP001014,Male,Yes,3+,Graduate,No,3036,2504.0,158.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3036, CoapplicantIncome is 2504.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3036
 - CoapplicantIncome : 2504.0
 - LoanAmount : 158.0
 - Loan_Amount_Term : 360.0
 - 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 3036. The CoapplicantIncome is 2504.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>3036</td>
      <td>2504.0</td>
      <td>158.0</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 & 3+ & Graduate & No & 3036 & 2504.000000 & 158.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3036, 'CoapplicantIncome': 2504.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 158.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3036 dollars and his co-applicant earns 2504.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
115,Male,LP002729,Male,No,1,Graduate,No,11250,0.0,196.0,360.0,,Semiurban,N,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 11250, CoapplicantIncome is 0.0, LoanAmount is 196.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 11250
 - CoapplicantIncome : 0.0
 - LoanAmount : 196.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 11250. The CoapplicantIncome is 0.0. The LoanAmount is 196.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>Graduate</td>
      <td>No</td>
      <td>11250</td>
      <td>0.0</td>
      <td>196.0</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 & Graduate & No & 11250 & 0.000000 & 196.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 11250, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 196.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 196.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 11250 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
116,Male,LP001041,Male,Yes,0,Graduate,,2600,3500.0,115.0,,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2600, CoapplicantIncome is 3500.0, LoanAmount is 115.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 2600
 - CoapplicantIncome : 3500.0
 - LoanAmount : 115.0
 - Loan_Amount_Term : None
 - 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 2600. The CoapplicantIncome is 3500.0. The LoanAmount is 115.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"<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>2600</td>
      <td>3500.0</td>
      <td>115.0</td>
      <td>None</td>
      <td>1.0</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 & Male & Yes & 0 & Graduate & None & 2600 & 3500.000000 & 115.000000 & None & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2600, 'CoapplicantIncome': 3500.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 115.0 dollars for unknown months. He has a credit history. He is a graduate and has unknown self employment status. He earns 2600 dollars and his co-applicant earns 3500.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
117,Male,LP001586,Male,Yes,3+,Not Graduate,No,3522,0.0,81.0,180.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3522, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3522
 - CoapplicantIncome : 0.0
 - LoanAmount : 81.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 3522. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3522</td>
      <td>0.0</td>
      <td>81.0</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+ & Not Graduate & No & 3522 & 0.000000 & 81.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3522, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 81.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3522 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
118,,LP002501,,Yes,0,Graduate,No,16692,0.0,110.0,360.0,1.0,Semiurban,Y,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 16692, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 16692
 - CoapplicantIncome : 0.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 16692. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>No</td>
      <td>16692</td>
      <td>0.0</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 & None & Yes & 0 & Graduate & No & 16692 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 16692, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 16692 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
119,Male,LP001195,Male,Yes,0,Graduate,No,2132,1591.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2132, CoapplicantIncome is 1591.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2132
 - CoapplicantIncome : 1591.0
 - LoanAmount : 96.0
 - 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 2132. The CoapplicantIncome is 1591.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2132</td>
      <td>1591.0</td>
      <td>96.0</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 & 2132 & 1591.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2132, 'CoapplicantIncome': 1591.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2132 dollars and his co-applicant earns 1591.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
120,Female,LP002043,Female,No,1,Graduate,No,3541,0.0,112.0,360.0,,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3541, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3541
 - CoapplicantIncome : 0.0
 - LoanAmount : 112.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3541. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>3541</td>
      <td>0.0</td>
      <td>112.0</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 & Female & No & 1 & Graduate & No & 3541 & 0.000000 & 112.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3541, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 112.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 3541 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
121,Male,LP002130,Male,Yes,,Not Graduate,No,3523,3230.0,152.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3523, CoapplicantIncome is 3230.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : None
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3523
 - CoapplicantIncome : 3230.0
 - LoanAmount : 152.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3523. The CoapplicantIncome is 3230.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>3523</td>
      <td>3230.0</td>
      <td>152.0</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 & None & Not Graduate & No & 3523 & 3230.000000 & 152.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3523, 'CoapplicantIncome': 3230.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 152.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3523 dollars and his co-applicant earns 3230.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
122,Male,LP002961,Male,Yes,1,Graduate,No,3400,2500.0,173.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 173.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3400
 - CoapplicantIncome : 2500.0
 - LoanAmount : 173.0
 - 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 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 173.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3400</td>
      <td>2500.0</td>
      <td>173.0</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 & 3400 & 2500.000000 & 173.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3400, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 173.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 173.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3400 dollars and his co-applicant earns 2500.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
123,Male,LP002100,Male,No,,Graduate,No,2833,0.0,71.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2833, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : None
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2833
 - CoapplicantIncome : 0.0
 - LoanAmount : 71.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2833. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>None</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2833</td>
      <td>0.0</td>
      <td>71.0</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 & None & Graduate & No & 2833 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2833, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 71.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2833 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
124,Male,LP002051,Male,Yes,0,Graduate,No,2400,2167.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 2167.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2400
 - CoapplicantIncome : 2167.0
 - 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 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2400. The CoapplicantIncome is 2167.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2167.0</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 & 0 & Graduate & No & 2400 & 2167.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2400, 'CoapplicantIncome': 2167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 115.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2400 dollars and his co-applicant earns 2167.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
125,Female,LP001151,Female,No,0,Graduate,No,4000,2275.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4000, CoapplicantIncome is 2275.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4000
 - CoapplicantIncome : 2275.0
 - LoanAmount : 144.0
 - 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 4000. The CoapplicantIncome is 2275.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4000</td>
      <td>2275.0</td>
      <td>144.0</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 & 4000 & 2275.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4000, 'CoapplicantIncome': 2275.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 144.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4000 dollars and her co-applicant earns 2275.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
126,Male,LP001896,Male,Yes,2,Graduate,No,3900,0.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3900, CoapplicantIncome is 0.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3900
 - CoapplicantIncome : 0.0
 - LoanAmount : 90.0
 - 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 3900. The CoapplicantIncome is 0.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3900</td>
      <td>0.0</td>
      <td>90.0</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 & 3900 & 0.000000 & 90.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3900, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 90.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3900 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
127,Male,LP001066,Male,Yes,0,Graduate,Yes,9560,0.0,191.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9560, CoapplicantIncome is 0.0, LoanAmount is 191.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 9560
 - CoapplicantIncome : 0.0
 - LoanAmount : 191.0
 - 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 9560. The CoapplicantIncome is 0.0. The LoanAmount is 191.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>9560</td>
      <td>0.0</td>
      <td>191.0</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 & 9560 & 0.000000 & 191.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 9560, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 191.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 191.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 9560 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
128,Male,LP002244,Male,Yes,0,Graduate,No,2333,2417.0,136.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 2417.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2333
 - CoapplicantIncome : 2417.0
 - LoanAmount : 136.0
 - 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 2333. The CoapplicantIncome is 2417.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2333</td>
      <td>2417.0</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 & Yes & 0 & Graduate & No & 2333 & 2417.000000 & 136.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2333, 'CoapplicantIncome': 2417.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 136.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2333 dollars and his co-applicant earns 2417.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
129,Male,LP002958,Male,No,0,Graduate,No,3676,4301.0,172.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3676, CoapplicantIncome is 4301.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3676
 - CoapplicantIncome : 4301.0
 - LoanAmount : 172.0
 - 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 3676. The CoapplicantIncome is 4301.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3676</td>
      <td>4301.0</td>
      <td>172.0</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 & 3676 & 4301.000000 & 172.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3676, 'CoapplicantIncome': 4301.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 172.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3676 dollars and his co-applicant earns 4301.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
130,Male,LP001736,Male,Yes,0,Graduate,No,2221,0.0,60.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2221, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2221
 - CoapplicantIncome : 0.0
 - LoanAmount : 60.0
 - 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 2221. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>2221</td>
      <td>0.0</td>
      <td>60.0</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 & 2221 & 0.000000 & 60.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2221, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 60.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2221 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
131,Male,LP002387,Male,Yes,0,Graduate,No,2425,2340.0,143.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2425, CoapplicantIncome is 2340.0, LoanAmount is 143.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2425
 - CoapplicantIncome : 2340.0
 - LoanAmount : 143.0
 - 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 2425. The CoapplicantIncome is 2340.0. The LoanAmount is 143.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2425</td>
      <td>2340.0</td>
      <td>143.0</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 & 2425 & 2340.000000 & 143.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2425, 'CoapplicantIncome': 2340.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 143.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 143.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2425 dollars and his co-applicant earns 2340.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
132,Male,LP001990,Male,No,0,Not Graduate,No,2000,0.0,,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2000, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2000
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 2000. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2000</td>
      <td>0.0</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 & No & 0 & Not Graduate & No & 2000 & 0.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2000 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
133,Male,LP001813,Male,No,0,Graduate,Yes,6050,4333.0,120.0,180.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6050, CoapplicantIncome is 4333.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 6050
 - CoapplicantIncome : 4333.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : 180.0
 - 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 Yes. The ApplicantIncome is 6050. The CoapplicantIncome is 4333.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Yes</td>
      <td>6050</td>
      <td>4333.0</td>
      <td>120.0</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 & No & 0 & Graduate & Yes & 6050 & 4333.000000 & 120.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 6050, 'CoapplicantIncome': 4333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 120.0 dollars for 15.0 months. He has a credit history. He is a graduate and is self employed. He earns 6050 dollars and his co-applicant earns 4333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
134,Female,LP002194,Female,No,0,Graduate,Yes,15759,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 15759, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 15759
 - CoapplicantIncome : 0.0
 - LoanAmount : 55.0
 - 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 Yes. The ApplicantIncome is 15759. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>15759</td>
      <td>0.0</td>
      <td>55.0</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 & Yes & 15759 & 0.000000 & 55.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 15759, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 55.0 dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 15759 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
135,Male,LP001535,Male,No,0,Graduate,No,3254,0.0,50.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3254, CoapplicantIncome is 0.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3254
 - CoapplicantIncome : 0.0
 - LoanAmount : 50.0
 - 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 3254. The CoapplicantIncome is 0.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3254</td>
      <td>0.0</td>
      <td>50.0</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 & 3254 & 0.000000 & 50.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3254, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 50.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3254 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
136,,LP001448,,Yes,3+,Graduate,No,23803,0.0,370.0,360.0,1.0,Rural,Y,"Gender is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 23803, CoapplicantIncome is 0.0, LoanAmount is 370.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 23803
 - CoapplicantIncome : 0.0
 - LoanAmount : 370.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Rural",The Gender is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 23803. The CoapplicantIncome is 0.0. The LoanAmount is 370.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>23803</td>
      <td>0.0</td>
      <td>370.0</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 & 3+ & Graduate & No & 23803 & 0.000000 & 370.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 23803, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 370.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 370.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 23803 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
137,Female,LP002143,Female,Yes,0,Graduate,No,2423,505.0,130.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2423, CoapplicantIncome is 505.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2423
 - CoapplicantIncome : 505.0
 - LoanAmount : 130.0
 - 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 2423. The CoapplicantIncome is 505.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2423</td>
      <td>505.0</td>
      <td>130.0</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 & 2423 & 505.000000 & 130.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2423, 'CoapplicantIncome': 505.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 130.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2423 dollars and her co-applicant earns 505.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
138,Female,LP001392,Female,No,1,Graduate,Yes,7451,0.0,,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7451, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 7451
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 7451. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>7451</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 & Female & No & 1 & Graduate & Yes & 7451 & 0.000000 & None & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 7451, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of None dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 7451 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
139,Male,LP001594,Male,Yes,0,Graduate,No,5708,5625.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5708, CoapplicantIncome is 5625.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5708
 - CoapplicantIncome : 5625.0
 - LoanAmount : 187.0
 - 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 5708. The CoapplicantIncome is 5625.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5708</td>
      <td>5625.0</td>
      <td>187.0</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 & 5708 & 5625.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5708, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5708 dollars and his co-applicant earns 5625.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
140,Male,LP001197,Male,Yes,0,Graduate,No,3366,2200.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3366, CoapplicantIncome is 2200.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3366
 - CoapplicantIncome : 2200.0
 - LoanAmount : 135.0
 - 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 3366. The CoapplicantIncome is 2200.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3366</td>
      <td>2200.0</td>
      <td>135.0</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 & 3366 & 2200.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3366, 'CoapplicantIncome': 2200.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 135.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3366 dollars and his co-applicant earns 2200.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
141,Male,LP002098,Male,No,0,Graduate,No,2935,0.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2935, CoapplicantIncome is 0.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2935
 - CoapplicantIncome : 0.0
 - LoanAmount : 98.0
 - 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 2935. The CoapplicantIncome is 0.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2935</td>
      <td>0.0</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 & Male & No & 0 & Graduate & No & 2935 & 0.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2935, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 98.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2935 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
142,Male,LP001744,Male,No,0,Graduate,No,2971,2791.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2971, CoapplicantIncome is 2791.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2971
 - CoapplicantIncome : 2791.0
 - LoanAmount : 144.0
 - 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 2971. The CoapplicantIncome is 2791.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2971</td>
      <td>2791.0</td>
      <td>144.0</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 & 2971 & 2791.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2971, 'CoapplicantIncome': 2791.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 144.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2971 dollars and his co-applicant earns 2791.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
143,Female,LP001036,Female,No,0,Graduate,No,3510,0.0,76.0,360.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3510, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3510
 - CoapplicantIncome : 0.0
 - LoanAmount : 76.0
 - 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 3510. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>3510</td>
      <td>0.0</td>
      <td>76.0</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 & 3510 & 0.000000 & 76.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3510, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 76.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 76.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 3510 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
144,Female,LP002161,Female,No,1,Graduate,No,4723,0.0,81.0,360.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4723, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4723
 - CoapplicantIncome : 0.0
 - LoanAmount : 81.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4723. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4723</td>
      <td>0.0</td>
      <td>81.0</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 & 1 & Graduate & No & 4723 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4723, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 81.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4723 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
145,Female,LP001846,Female,No,3+,Graduate,No,3083,0.0,255.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3083
 - CoapplicantIncome : 0.0
 - LoanAmount : 255.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>No</td>
      <td>3083</td>
      <td>0.0</td>
      <td>255.0</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 & 3+ & Graduate & No & 3083 & 0.000000 & 255.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3083, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 255.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3083 dollars. She has 3+ people that she is liable to provide maintenance for. She lives in rural area.
146,Male,LP002361,Male,Yes,0,Graduate,No,1820,1719.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1820, CoapplicantIncome is 1719.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1820
 - CoapplicantIncome : 1719.0
 - LoanAmount : 100.0
 - 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 1820. The CoapplicantIncome is 1719.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1820</td>
      <td>1719.0</td>
      <td>100.0</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 & 1820 & 1719.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1820, 'CoapplicantIncome': 1719.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1820 dollars and his co-applicant earns 1719.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
147,Female,LP002917,Female,No,0,Not Graduate,No,2165,0.0,70.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2165, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2165
 - CoapplicantIncome : 0.0
 - LoanAmount : 70.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 2165. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2165</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 & Female & No & 0 & Not Graduate & No & 2165 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2165, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 70.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 2165 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
148,Male,LP001653,Male,No,0,Not Graduate,No,4885,0.0,48.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4885, CoapplicantIncome is 0.0, LoanAmount is 48.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4885
 - CoapplicantIncome : 0.0
 - LoanAmount : 48.0
 - 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 4885. The CoapplicantIncome is 0.0. The LoanAmount is 48.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4885</td>
      <td>0.0</td>
      <td>48.0</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 & 4885 & 0.000000 & 48.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4885, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 48.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 48.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4885 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
149,Female,LP002086,Female,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 2451.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - 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 Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4333. The CoapplicantIncome is 2451.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>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 & Female & Yes & 0 & Graduate & No & 4333 & 2451.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4333, 'CoapplicantIncome': 2451.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 110.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4333 dollars and her co-applicant earns 2451.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
150,Male,LP002740,Male,Yes,3+,Graduate,No,6417,0.0,157.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 6417, CoapplicantIncome is 0.0, LoanAmount is 157.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6417
 - CoapplicantIncome : 0.0
 - LoanAmount : 157.0
 - 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 6417. The CoapplicantIncome is 0.0. The LoanAmount is 157.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>6417</td>
      <td>0.0</td>
      <td>157.0</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 & 6417 & 0.000000 & 157.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6417, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 157.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 157.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6417 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
151,Male,LP002229,Male,No,0,Graduate,No,5941,4232.0,296.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5941, CoapplicantIncome is 4232.0, LoanAmount is 296.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5941
 - CoapplicantIncome : 4232.0
 - LoanAmount : 296.0
 - 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 5941. The CoapplicantIncome is 4232.0. The LoanAmount is 296.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5941</td>
      <td>4232.0</td>
      <td>296.0</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 & 5941 & 4232.000000 & 296.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5941, 'CoapplicantIncome': 4232.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 296.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 296.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5941 dollars and his co-applicant earns 4232.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
152,Male,LP001325,Male,No,0,Not Graduate,No,3620,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3620, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3620
 - CoapplicantIncome : 0.0
 - LoanAmount : 25.0
 - Loan_Amount_Term : 120.0
 - 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 3620. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3620</td>
      <td>0.0</td>
      <td>25.0</td>
      <td>120.0</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 & 3620 & 0.000000 & 25.000000 & 120.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3620, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 25.0, 'Loan_Amount_Term': 120.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 25.0 dollars for 10.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3620 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
153,Male,LP001633,Male,Yes,1,Graduate,No,6400,7250.0,180.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6400, CoapplicantIncome is 7250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6400
 - CoapplicantIncome : 7250.0
 - LoanAmount : 180.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 6400. The CoapplicantIncome is 7250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>6400</td>
      <td>7250.0</td>
      <td>180.0</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 & 1 & Graduate & No & 6400 & 7250.000000 & 180.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 6400, 'CoapplicantIncome': 7250.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 6400 dollars and his co-applicant earns 7250.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
154,Female,LP002116,Female,No,0,Graduate,No,2378,0.0,46.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2378, CoapplicantIncome is 0.0, LoanAmount is 46.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2378
 - CoapplicantIncome : 0.0
 - LoanAmount : 46.0
 - 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 2378. The CoapplicantIncome is 0.0. The LoanAmount is 46.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>46.0</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 & 2378 & 0.000000 & 46.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2378, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 46.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 46.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2378 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
155,Female,LP002113,Female,No,3+,Not Graduate,No,1830,0.0,,360.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1830, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 1830
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 1830. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>Not Graduate</td>
      <td>No</td>
      <td>1830</td>
      <td>0.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>0.0</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 & Female & No & 3+ & Not Graduate & No & 1830 & 0.000000 & None & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1830, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of None dollars for 30.0 months. She does not have a credit history. She is not a graduate and is not self employed. She earns 1830 dollars. She has 3+ people that she is liable to provide maintenance for. She lives in urban area.
156,Male,LP002053,Male,Yes,3+,Graduate,No,4342,189.0,124.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4342, CoapplicantIncome is 189.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4342
 - CoapplicantIncome : 189.0
 - 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 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4342. The CoapplicantIncome is 189.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4342</td>
      <td>189.0</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 & 3+ & Graduate & No & 4342 & 189.000000 & 124.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4342, 'CoapplicantIncome': 189.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 124.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4342 dollars and his co-applicant earns 189.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
157,Male,LP001011,Male,Yes,2,Graduate,Yes,5417,4196.0,267.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5417, CoapplicantIncome is 4196.0, LoanAmount is 267.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5417
 - CoapplicantIncome : 4196.0
 - LoanAmount : 267.0
 - 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 5417. The CoapplicantIncome is 4196.0. The LoanAmount is 267.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>5417</td>
      <td>4196.0</td>
      <td>267.0</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 & 5417 & 4196.000000 & 267.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5417, 'CoapplicantIncome': 4196.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 267.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 267.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 5417 dollars and his co-applicant earns 4196.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
158,Female,LP001137,Female,No,0,Graduate,No,3410,0.0,88.0,,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3410, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3410
 - CoapplicantIncome : 0.0
 - LoanAmount : 88.0
 - Loan_Amount_Term : None
 - 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 3410. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"<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>3410</td>
      <td>0.0</td>
      <td>88.0</td>
      <td>None</td>
      <td>1.0</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 & Graduate & No & 3410 & 0.000000 & 88.000000 & None & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3410, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 88.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 88.0 dollars for unknown months. She has a credit history. She is a graduate and is not self employed. She earns 3410 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
159,Female,LP001974,Female,No,0,Graduate,No,5000,0.0,132.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5000, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5000
 - CoapplicantIncome : 0.0
 - LoanAmount : 132.0
 - 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 5000. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>132.0</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 & 5000 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 132.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 5000 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
160,Male,LP002784,Male,Yes,1,Not Graduate,No,2492,2375.0,,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2492, CoapplicantIncome is 2375.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2492
 - CoapplicantIncome : 2375.0
 - 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 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2492. The CoapplicantIncome is 2375.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2492</td>
      <td>2375.0</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 & 1 & Not Graduate & No & 2492 & 2375.000000 & None & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2492, 'CoapplicantIncome': 2375.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2492 dollars and his co-applicant earns 2375.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
161,Male,LP002690,Male,No,0,Graduate,No,2500,0.0,55.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2500
 - CoapplicantIncome : 0.0
 - LoanAmount : 55.0
 - 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 2500. The CoapplicantIncome is 0.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2500</td>
      <td>0.0</td>
      <td>55.0</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 & 2500 & 0.000000 & 55.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 55.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2500 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
162,Male,LP001034,Male,No,1,Not Graduate,No,3596,0.0,100.0,240.0,,Urban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3596, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 240.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3596
 - CoapplicantIncome : 0.0
 - LoanAmount : 100.0
 - Loan_Amount_Term : 240.0
 - Credit_History : None
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3596. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 240.0. The Credit_History is None. The Property_Area is Urban,"<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>No</td>
      <td>3596</td>
      <td>0.0</td>
      <td>100.0</td>
      <td>240.0</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 & No & 1 & Not Graduate & No & 3596 & 0.000000 & 100.000000 & 240.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 3596, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 240.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 100.0 dollars for 20.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 3596 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
163,Female,LP001146,Female,Yes,0,Graduate,No,2645,3440.0,120.0,360.0,0.0,Urban,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2645, CoapplicantIncome is 3440.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2645
 - CoapplicantIncome : 3440.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2645. The CoapplicantIncome is 3440.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>2645</td>
      <td>3440.0</td>
      <td>120.0</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 & Yes & 0 & Graduate & No & 2645 & 3440.000000 & 120.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2645, 'CoapplicantIncome': 3440.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 120.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 2645 dollars and her co-applicant earns 3440.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
164,Male,LP002936,Male,Yes,0,Graduate,No,3859,3300.0,142.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 3300.0, LoanAmount is 142.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3859
 - CoapplicantIncome : 3300.0
 - LoanAmount : 142.0
 - 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 No. The ApplicantIncome is 3859. The CoapplicantIncome is 3300.0. The LoanAmount is 142.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3859</td>
      <td>3300.0</td>
      <td>142.0</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 & No & 3859 & 3300.000000 & 142.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3859, 'CoapplicantIncome': 3300.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 142.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 142.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3859 dollars and his co-applicant earns 3300.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
165,Male,LP002618,Male,Yes,1,Not Graduate,No,4050,5302.0,138.0,360.0,,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4050, CoapplicantIncome is 5302.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4050
 - CoapplicantIncome : 5302.0
 - LoanAmount : 138.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4050. The CoapplicantIncome is 5302.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>4050</td>
      <td>5302.0</td>
      <td>138.0</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 & Yes & 1 & Not Graduate & No & 4050 & 5302.000000 & 138.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 4050, 'CoapplicantIncome': 5302.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 138.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 4050 dollars and his co-applicant earns 5302.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
166,Male,LP001006,Male,Yes,0,Not Graduate,No,2583,2358.0,120.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2358.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2583
 - CoapplicantIncome : 2358.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 2583. The CoapplicantIncome is 2358.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2583</td>
      <td>2358.0</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 & Not Graduate & No & 2583 & 2358.000000 & 120.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2583, 'CoapplicantIncome': 2358.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2583 dollars and his co-applicant earns 2358.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
167,Male,LP002110,Male,Yes,1,Graduate,,5250,688.0,160.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 5250, CoapplicantIncome is 688.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 5250
 - CoapplicantIncome : 688.0
 - LoanAmount : 160.0
 - 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 None. The ApplicantIncome is 5250. The CoapplicantIncome is 688.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>5250</td>
      <td>688.0</td>
      <td>160.0</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 & None & 5250 & 688.000000 & 160.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5250, 'CoapplicantIncome': 688.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 5250 dollars and his co-applicant earns 688.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
168,Male,LP002449,Male,Yes,0,Graduate,No,2483,2466.0,90.0,180.0,0.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2483, CoapplicantIncome is 2466.0, LoanAmount is 90.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2483
 - CoapplicantIncome : 2466.0
 - LoanAmount : 90.0
 - Loan_Amount_Term : 180.0
 - 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 2483. The CoapplicantIncome is 2466.0. The LoanAmount is 90.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>2483</td>
      <td>2466.0</td>
      <td>90.0</td>
      <td>180.0</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 & 2483 & 2466.000000 & 90.000000 & 180.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2483, 'CoapplicantIncome': 2466.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 90.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2483 dollars and his co-applicant earns 2466.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
169,Female,LP002209,Female,No,0,Graduate,,2764,1459.0,110.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2764, CoapplicantIncome is 1459.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 2764
 - CoapplicantIncome : 1459.0
 - LoanAmount : 110.0
 - 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 None. The ApplicantIncome is 2764. The CoapplicantIncome is 1459.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>None</td>
      <td>2764</td>
      <td>1459.0</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 & Female & No & 0 & Graduate & None & 2764 & 1459.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2764, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 110.0 dollars for 30.0 months. She has a credit history. She is a graduate and has unknown self employment status. She earns 2764 dollars and her co-applicant earns 1459.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
170,Male,LP002648,Male,Yes,0,Graduate,No,2130,6666.0,70.0,180.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2130, CoapplicantIncome is 6666.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2130
 - CoapplicantIncome : 6666.0
 - LoanAmount : 70.0
 - 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 2130. The CoapplicantIncome is 6666.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2130</td>
      <td>6666.0</td>
      <td>70.0</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 & 2130 & 6666.000000 & 70.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2130, 'CoapplicantIncome': 6666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 70.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2130 dollars and his co-applicant earns 6666.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
171,Male,LP002004,Male,No,0,Not Graduate,No,2927,2405.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2927, CoapplicantIncome is 2405.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2927
 - CoapplicantIncome : 2405.0
 - LoanAmount : 111.0
 - 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 2927. The CoapplicantIncome is 2405.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2927</td>
      <td>2405.0</td>
      <td>111.0</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 & 2927 & 2405.000000 & 111.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2927, 'CoapplicantIncome': 2405.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 111.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2927 dollars and his co-applicant earns 2405.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
172,Male,LP001751,Male,Yes,0,Graduate,No,3250,0.0,170.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3250, CoapplicantIncome is 0.0, LoanAmount is 170.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3250
 - CoapplicantIncome : 0.0
 - 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 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3250. The CoapplicantIncome is 0.0. The LoanAmount is 170.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3250</td>
      <td>0.0</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 & 0 & Graduate & No & 3250 & 0.000000 & 170.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 170.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 170.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3250 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
173,Male,LP001068,Male,Yes,0,Graduate,No,2799,2253.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2799, CoapplicantIncome is 2253.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2799
 - CoapplicantIncome : 2253.0
 - LoanAmount : 122.0
 - 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 2799. The CoapplicantIncome is 2253.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2799</td>
      <td>2253.0</td>
      <td>122.0</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 & 2799 & 2253.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2799, 'CoapplicantIncome': 2253.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 122.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2799 dollars and his co-applicant earns 2253.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
174,Male,LP002403,Male,No,0,Graduate,Yes,10416,0.0,187.0,360.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10416, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 10416
 - CoapplicantIncome : 0.0
 - LoanAmount : 187.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 10416. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>Yes</td>
      <td>10416</td>
      <td>0.0</td>
      <td>187.0</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 & No & 0 & Graduate & Yes & 10416 & 0.000000 & 187.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 10416, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 187.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 10416 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
175,Female,LP001871,Female,No,0,Graduate,No,7200,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7200, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 7200
 - CoapplicantIncome : 0.0
 - LoanAmount : 120.0
 - 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 7200. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>7200</td>
      <td>0.0</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 & Female & No & 0 & Graduate & No & 7200 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 7200, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 120.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 7200 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
176,Female,LP001155,Female,Yes,0,Not Graduate,No,1928,1644.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1928, CoapplicantIncome is 1644.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 1928
 - CoapplicantIncome : 1644.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 1928. The CoapplicantIncome is 1644.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>No</td>
      <td>1928</td>
      <td>1644.0</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 & Not Graduate & No & 1928 & 1644.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1928, 'CoapplicantIncome': 1644.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 100.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 1928 dollars and her co-applicant earns 1644.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
177,Male,LP001761,Male,No,0,Graduate,Yes,6400,0.0,200.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6400, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 6400
 - CoapplicantIncome : 0.0
 - LoanAmount : 200.0
 - 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 Yes. The ApplicantIncome is 6400. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Yes</td>
      <td>6400</td>
      <td>0.0</td>
      <td>200.0</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 & Yes & 6400 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6400, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 200.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 6400 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
178,Female,LP001112,Female,Yes,0,Graduate,No,3667,1459.0,144.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3667, CoapplicantIncome is 1459.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3667
 - CoapplicantIncome : 1459.0
 - LoanAmount : 144.0
 - 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 3667. The CoapplicantIncome is 1459.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3667</td>
      <td>1459.0</td>
      <td>144.0</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 & 3667 & 1459.000000 & 144.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3667, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 144.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3667 dollars and her co-applicant earns 1459.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
179,Male,LP001543,Male,Yes,1,Graduate,No,9538,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 9538, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 9538
 - CoapplicantIncome : 0.0
 - LoanAmount : 187.0
 - 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 9538. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>9538</td>
      <td>0.0</td>
      <td>187.0</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 & 9538 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 9538, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9538 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
180,Female,LP001788,Female,No,0,Graduate,Yes,3463,0.0,122.0,360.0,,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3463, CoapplicantIncome is 0.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 3463
 - CoapplicantIncome : 0.0
 - LoanAmount : 122.0
 - 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 3463. The CoapplicantIncome is 0.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>3463</td>
      <td>0.0</td>
      <td>122.0</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 & 3463 & 0.000000 & 122.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 3463, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 122.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is self employed. She earns 3463 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
181,,LP002925,,No,0,Graduate,No,4750,0.0,94.0,360.0,1.0,Semiurban,Y,"Gender is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4750, CoapplicantIncome is 0.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4750
 - CoapplicantIncome : 0.0
 - LoanAmount : 94.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4750. The CoapplicantIncome is 0.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4750</td>
      <td>0.0</td>
      <td>94.0</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 & None & No & 0 & Graduate & No & 4750 & 0.000000 & 94.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried unknown gender individual is applying for a loan of 94.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4750 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
182,Male,LP001606,Male,Yes,0,Graduate,No,3497,1964.0,116.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3497, CoapplicantIncome is 1964.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3497
 - CoapplicantIncome : 1964.0
 - LoanAmount : 116.0
 - 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 3497. The CoapplicantIncome is 1964.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3497</td>
      <td>1964.0</td>
      <td>116.0</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 & 3497 & 1964.000000 & 116.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3497, 'CoapplicantIncome': 1964.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 116.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3497 dollars and his co-applicant earns 1964.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
183,Male,LP002659,Male,Yes,3+,Graduate,No,3466,3428.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3466, CoapplicantIncome is 3428.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3466
 - CoapplicantIncome : 3428.0
 - LoanAmount : 150.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 3466. The CoapplicantIncome is 3428.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3466</td>
      <td>3428.0</td>
      <td>150.0</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+ & Graduate & No & 3466 & 3428.000000 & 150.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3466, 'CoapplicantIncome': 3428.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3466 dollars and his co-applicant earns 3428.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
184,Male,LP002624,Male,Yes,0,Graduate,No,20833,6667.0,480.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20833, CoapplicantIncome is 6667.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 20833
 - CoapplicantIncome : 6667.0
 - LoanAmount : 480.0
 - 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 20833. The CoapplicantIncome is 6667.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>20833</td>
      <td>6667.0</td>
      <td>480.0</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 & 20833 & 6667.000000 & 480.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 20833, 'CoapplicantIncome': 6667.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 480.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 20833 dollars and his co-applicant earns 6667.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
185,Male,LP001664,Male,No,0,Graduate,No,4191,0.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4191, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4191
 - CoapplicantIncome : 0.0
 - 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 No. The ApplicantIncome is 4191. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4191</td>
      <td>0.0</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 & No & 4191 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4191, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4191 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
186,Male,LP002682,Male,Yes,,Not Graduate,No,3074,1800.0,123.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3074, CoapplicantIncome is 1800.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : None
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3074
 - CoapplicantIncome : 1800.0
 - LoanAmount : 123.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 3074. The CoapplicantIncome is 1800.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>3074</td>
      <td>1800.0</td>
      <td>123.0</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 & None & Not Graduate & No & 3074 & 1800.000000 & 123.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3074, 'CoapplicantIncome': 1800.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 123.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3074 dollars and his co-applicant earns 1800.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
187,Male,LP002106,Male,Yes,,Graduate,Yes,5503,4490.0,70.0,,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5503, CoapplicantIncome is 4490.0, LoanAmount is 70.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : None
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5503
 - CoapplicantIncome : 4490.0
 - LoanAmount : 70.0
 - Loan_Amount_Term : None
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5503. The CoapplicantIncome is 4490.0. The LoanAmount is 70.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Graduate</td>
      <td>Yes</td>
      <td>5503</td>
      <td>4490.0</td>
      <td>70.0</td>
      <td>None</td>
      <td>1.0</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 & None & Graduate & Yes & 5503 & 4490.000000 & 70.000000 & None & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5503, 'CoapplicantIncome': 4490.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 70.0 dollars for unknown months. He has a credit history. He is a graduate and is self employed. He earns 5503 dollars and his co-applicant earns 4490.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
188,,LP002933,,No,3+,Graduate,Yes,9357,0.0,292.0,360.0,1.0,Semiurban,Y,"Gender is None, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9357, CoapplicantIncome is 0.0, LoanAmount is 292.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : None
 - Married : No
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 9357
 - CoapplicantIncome : 0.0
 - LoanAmount : 292.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is None. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9357. The CoapplicantIncome is 0.0. The LoanAmount is 292.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>No</td>
      <td>3+</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>9357</td>
      <td>0.0</td>
      <td>292.0</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 & None & No & 3+ & Graduate & Yes & 9357 & 0.000000 & 292.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 9357, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 292.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried unknown gender individual is applying for a loan of 292.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 9357 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
189,Male,LP002693,Male,Yes,2,Graduate,Yes,7948,7166.0,480.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7948, CoapplicantIncome is 7166.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 7948
 - CoapplicantIncome : 7166.0
 - LoanAmount : 480.0
 - 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 Yes. The ApplicantIncome is 7948. The CoapplicantIncome is 7166.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>7948</td>
      <td>7166.0</td>
      <td>480.0</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 & Yes & 7948 & 7166.000000 & 480.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 7948, 'CoapplicantIncome': 7166.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 480.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 7948 dollars and his co-applicant earns 7166.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
190,Male,LP001233,Male,Yes,1,Graduate,No,10750,0.0,312.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 10750, CoapplicantIncome is 0.0, LoanAmount is 312.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 10750
 - CoapplicantIncome : 0.0
 - LoanAmount : 312.0
 - 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 10750. The CoapplicantIncome is 0.0. The LoanAmount is 312.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>10750</td>
      <td>0.0</td>
      <td>312.0</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 & 10750 & 0.000000 & 312.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 10750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 312.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 312.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 10750 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
191,Female,LP002087,Female,No,0,Graduate,No,2500,0.0,67.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2500
 - CoapplicantIncome : 0.0
 - LoanAmount : 67.0
 - 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 2500. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2500</td>
      <td>0.0</td>
      <td>67.0</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 & 2500 & 0.000000 & 67.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 67.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2500 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
192,Male,LP001579,Male,No,0,Graduate,No,2237,0.0,63.0,480.0,0.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2237, CoapplicantIncome is 0.0, LoanAmount is 63.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2237
 - CoapplicantIncome : 0.0
 - LoanAmount : 63.0
 - Loan_Amount_Term : 480.0
 - Credit_History : 0.0
 - 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 2237. The CoapplicantIncome is 0.0. The LoanAmount is 63.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>2237</td>
      <td>0.0</td>
      <td>63.0</td>
      <td>480.0</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 & No & 0 & Graduate & No & 2237 & 0.000000 & 63.000000 & 480.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2237, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 63.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 63.0 dollars for 40.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2237 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
193,,LP002103,,Yes,1,Graduate,Yes,9833,1833.0,182.0,180.0,1.0,Urban,Y,"Gender is None, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9833, CoapplicantIncome is 1833.0, LoanAmount is 182.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 9833
 - CoapplicantIncome : 1833.0
 - LoanAmount : 182.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is None. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 9833. The CoapplicantIncome is 1833.0. The LoanAmount is 182.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>9833</td>
      <td>1833.0</td>
      <td>182.0</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 & None & Yes & 1 & Graduate & Yes & 9833 & 1833.000000 & 182.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 9833, 'CoapplicantIncome': 1833.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 182.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married unknown gender individual is applying for a loan of 182.0 dollars for 15.0 months. He has a credit history. He is a graduate and is self employed. He earns 9833 dollars and his co-applicant earns 1833.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
194,Male,LP001565,Male,Yes,1,Graduate,No,3089,1280.0,121.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3089, CoapplicantIncome is 1280.0, LoanAmount is 121.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3089
 - CoapplicantIncome : 1280.0
 - LoanAmount : 121.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 3089. The CoapplicantIncome is 1280.0. The LoanAmount is 121.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>3089</td>
      <td>1280.0</td>
      <td>121.0</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 & 1 & Graduate & No & 3089 & 1280.000000 & 121.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3089, 'CoapplicantIncome': 1280.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 121.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 121.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3089 dollars and his co-applicant earns 1280.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
195,Male,LP001998,Male,Yes,2,Not Graduate,No,7667,0.0,185.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7667, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 7667
 - CoapplicantIncome : 0.0
 - LoanAmount : 185.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 7667. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>7667</td>
      <td>0.0</td>
      <td>185.0</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 & Yes & 2 & Not Graduate & No & 7667 & 0.000000 & 185.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 7667, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 185.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 7667 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
196,Male,LP001658,Male,No,0,Graduate,No,3858,0.0,76.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3858, CoapplicantIncome is 0.0, LoanAmount is 76.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3858
 - CoapplicantIncome : 0.0
 - LoanAmount : 76.0
 - 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 3858. The CoapplicantIncome is 0.0. The LoanAmount is 76.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3858</td>
      <td>0.0</td>
      <td>76.0</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 & 3858 & 0.000000 & 76.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3858, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 76.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 76.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3858 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
197,Male,LP001531,Male,No,0,Graduate,No,9166,0.0,244.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9166, CoapplicantIncome is 0.0, LoanAmount is 244.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 9166
 - CoapplicantIncome : 0.0
 - LoanAmount : 244.0
 - 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 9166. The CoapplicantIncome is 0.0. The LoanAmount is 244.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>9166</td>
      <td>0.0</td>
      <td>244.0</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 & 9166 & 0.000000 & 244.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 9166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 244.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 244.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9166 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
198,Male,LP002151,Male,Yes,1,Graduate,No,3875,0.0,67.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3875, CoapplicantIncome is 0.0, LoanAmount is 67.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3875
 - CoapplicantIncome : 0.0
 - LoanAmount : 67.0
 - 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 3875. The CoapplicantIncome is 0.0. The LoanAmount is 67.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3875</td>
      <td>0.0</td>
      <td>67.0</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 & 3875 & 0.000000 & 67.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3875, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 67.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 67.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3875 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
199,Male,LP002424,Male,Yes,0,Graduate,No,7333,8333.0,175.0,300.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7333, CoapplicantIncome is 8333.0, LoanAmount is 175.0, Loan_Amount_Term is 300.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 7333
 - CoapplicantIncome : 8333.0
 - LoanAmount : 175.0
 - Loan_Amount_Term : 300.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 7333. The CoapplicantIncome is 8333.0. The LoanAmount is 175.0. The Loan_Amount_Term is 300.0. The Credit_History is None. The Property_Area is Rural,"<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>7333</td>
      <td>8333.0</td>
      <td>175.0</td>
      <td>300.0</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 & Yes & 0 & Graduate & No & 7333 & 8333.000000 & 175.000000 & 300.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 7333, 'CoapplicantIncome': 8333.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 175.0 dollars for 25.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 7333 dollars and his co-applicant earns 8333.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
200,Female,LP002606,Female,No,0,Graduate,No,3159,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3159, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3159
 - CoapplicantIncome : 0.0
 - LoanAmount : 100.0
 - 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 3159. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3159</td>
      <td>0.0</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 & No & 0 & Graduate & No & 3159 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3159, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 100.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3159 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
201,Male,LP002720,Male,Yes,3+,Graduate,No,4281,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4281, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4281
 - CoapplicantIncome : 0.0
 - LoanAmount : 100.0
 - 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 4281. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4281</td>
      <td>0.0</td>
      <td>100.0</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 & 4281 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4281, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4281 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
202,Male,LP001356,Male,Yes,0,Graduate,No,4652,3583.0,,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4652, CoapplicantIncome is 3583.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4652
 - CoapplicantIncome : 3583.0
 - 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 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4652. The CoapplicantIncome is 3583.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4652</td>
      <td>3583.0</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 & 0 & Graduate & No & 4652 & 3583.000000 & None & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4652, 'CoapplicantIncome': 3583.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4652 dollars and his co-applicant earns 3583.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
203,Female,LP002301,Female,No,0,Graduate,Yes,7441,0.0,194.0,360.0,1.0,Rural,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7441, CoapplicantIncome is 0.0, LoanAmount is 194.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 7441
 - CoapplicantIncome : 0.0
 - LoanAmount : 194.0
 - 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 Yes. The ApplicantIncome is 7441. The CoapplicantIncome is 0.0. The LoanAmount is 194.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>7441</td>
      <td>0.0</td>
      <td>194.0</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 & Yes & 7441 & 0.000000 & 194.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 7441, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 194.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 194.0 dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 7441 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
204,Male,LP001253,Male,Yes,3+,Graduate,Yes,5266,1774.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5266, CoapplicantIncome is 1774.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5266
 - CoapplicantIncome : 1774.0
 - LoanAmount : 187.0
 - 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 Yes. The ApplicantIncome is 5266. The CoapplicantIncome is 1774.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>5266</td>
      <td>1774.0</td>
      <td>187.0</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 & Yes & 5266 & 1774.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5266, 'CoapplicantIncome': 1774.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 5266 dollars and his co-applicant earns 1774.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
205,Male,LP002398,Male,No,0,Graduate,No,1926,1851.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1926, CoapplicantIncome is 1851.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1926
 - CoapplicantIncome : 1851.0
 - LoanAmount : 50.0
 - 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 1926. The CoapplicantIncome is 1851.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1926</td>
      <td>1851.0</td>
      <td>50.0</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 & 1926 & 1851.000000 & 50.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1926, 'CoapplicantIncome': 1851.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 50.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1926 dollars and his co-applicant earns 1851.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
206,Male,LP002931,Male,Yes,2,Graduate,Yes,6000,0.0,205.0,240.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 205.0, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 6000
 - CoapplicantIncome : 0.0
 - LoanAmount : 205.0
 - Loan_Amount_Term : 240.0
 - 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 Yes. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 205.0. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>6000</td>
      <td>0.0</td>
      <td>205.0</td>
      <td>240.0</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 & Yes & 6000 & 0.000000 & 205.000000 & 240.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 205.0, 'Loan_Amount_Term': 240.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 205.0 dollars for 20.0 months. He has a credit history. He is a graduate and is self employed. He earns 6000 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
207,Female,LP001422,Female,No,0,Graduate,No,10408,0.0,259.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10408, CoapplicantIncome is 0.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 10408
 - CoapplicantIncome : 0.0
 - LoanAmount : 259.0
 - 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 10408. The CoapplicantIncome is 0.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>10408</td>
      <td>0.0</td>
      <td>259.0</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 & 10408 & 0.000000 & 259.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 10408, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 259.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 259.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 10408 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
208,Male,LP002288,Male,Yes,2,Not Graduate,No,2889,0.0,45.0,180.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2889, CoapplicantIncome is 0.0, LoanAmount is 45.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2889
 - CoapplicantIncome : 0.0
 - LoanAmount : 45.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2889. The CoapplicantIncome is 0.0. The LoanAmount is 45.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>2889</td>
      <td>0.0</td>
      <td>45.0</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 & Yes & 2 & Not Graduate & No & 2889 & 0.000000 & 45.000000 & 180.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2889, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 45.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 45.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2889 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
209,Male,LP002362,Male,Yes,1,Graduate,No,7250,1667.0,110.0,,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 7250, CoapplicantIncome is 1667.0, LoanAmount is 110.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 7250
 - CoapplicantIncome : 1667.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : None
 - Credit_History : 0.0
 - 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 7250. The CoapplicantIncome is 1667.0. The LoanAmount is 110.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban,"<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>7250</td>
      <td>1667.0</td>
      <td>110.0</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 & Male & Yes & 1 & Graduate & No & 7250 & 1667.000000 & 110.000000 & None & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 7250, 'CoapplicantIncome': 1667.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for unknown months. He does not have a credit history. He is a graduate and is not self employed. He earns 7250 dollars and his co-applicant earns 1667.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
210,Male,LP002588,Male,Yes,0,Graduate,No,4625,2857.0,111.0,12.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4625, CoapplicantIncome is 2857.0, LoanAmount is 111.0, Loan_Amount_Term is 12.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4625
 - CoapplicantIncome : 2857.0
 - LoanAmount : 111.0
 - Loan_Amount_Term : 12.0
 - 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 4625. The CoapplicantIncome is 2857.0. The LoanAmount is 111.0. The Loan_Amount_Term is 12.0. The Credit_History is None. The Property_Area is Urban,"<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>4625</td>
      <td>2857.0</td>
      <td>111.0</td>
      <td>12.0</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 & 4625 & 2857.000000 & 111.000000 & 12.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 4625, 'CoapplicantIncome': 2857.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 12.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 111.0 dollars for 1.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 4625 dollars and his co-applicant earns 2857.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
211,Male,LP001698,Male,No,0,Not Graduate,No,3975,2531.0,55.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3975, CoapplicantIncome is 2531.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3975
 - CoapplicantIncome : 2531.0
 - LoanAmount : 55.0
 - 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 3975. The CoapplicantIncome is 2531.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3975</td>
      <td>2531.0</td>
      <td>55.0</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 & 3975 & 2531.000000 & 55.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3975, 'CoapplicantIncome': 2531.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 55.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3975 dollars and his co-applicant earns 2531.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
212,Male,LP002128,Male,Yes,2,Graduate,,2583,2330.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is None, ApplicantIncome is 2583, CoapplicantIncome is 2330.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 2583
 - CoapplicantIncome : 2330.0
 - LoanAmount : 125.0
 - 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 None. The ApplicantIncome is 2583. The CoapplicantIncome is 2330.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2583</td>
      <td>2330.0</td>
      <td>125.0</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 & None & 2583 & 2330.000000 & 125.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2583, 'CoapplicantIncome': 2330.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 125.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 2583 dollars and his co-applicant earns 2330.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
213,Male,LP002180,Male,No,0,Graduate,Yes,6822,0.0,141.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6822, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 6822
 - CoapplicantIncome : 0.0
 - LoanAmount : 141.0
 - 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 Yes. The ApplicantIncome is 6822. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Yes</td>
      <td>6822</td>
      <td>0.0</td>
      <td>141.0</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 & Yes & 6822 & 0.000000 & 141.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6822, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 141.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 141.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 6822 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
214,Male,LP002141,Male,Yes,3+,Graduate,No,2666,2083.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 2666, CoapplicantIncome is 2083.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2666
 - CoapplicantIncome : 2083.0
 - LoanAmount : 95.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 2666. The CoapplicantIncome is 2083.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2666</td>
      <td>2083.0</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 & Male & Yes & 3+ & Graduate & No & 2666 & 2083.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2666, 'CoapplicantIncome': 2083.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 95.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2666 dollars and his co-applicant earns 2083.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
215,Male,LP002697,Male,No,0,Graduate,No,4680,2087.0,,360.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4680, CoapplicantIncome is 2087.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4680
 - CoapplicantIncome : 2087.0
 - LoanAmount : None
 - 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 4680. The CoapplicantIncome is 2087.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4680</td>
      <td>2087.0</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 & No & 0 & Graduate & No & 4680 & 2087.000000 & None & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4680, 'CoapplicantIncome': 2087.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4680 dollars and his co-applicant earns 2087.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
216,Male,LP001018,Male,Yes,2,Graduate,No,4006,1526.0,168.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4006, CoapplicantIncome is 1526.0, LoanAmount is 168.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4006
 - CoapplicantIncome : 1526.0
 - LoanAmount : 168.0
 - 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 4006. The CoapplicantIncome is 1526.0. The LoanAmount is 168.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4006</td>
      <td>1526.0</td>
      <td>168.0</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 & 4006 & 1526.000000 & 168.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4006, 'CoapplicantIncome': 1526.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 168.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 168.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4006 dollars and his co-applicant earns 1526.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
217,Male,LP002255,Male,No,3+,Graduate,No,9167,0.0,185.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9167, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 9167
 - CoapplicantIncome : 0.0
 - LoanAmount : 185.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 9167. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>9167</td>
      <td>0.0</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 & No & 3+ & Graduate & No & 9167 & 0.000000 & 185.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 9167, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 185.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9167 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
218,Male,LP001109,Male,Yes,0,Graduate,No,1828,1330.0,100.0,,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1828, CoapplicantIncome is 1330.0, LoanAmount is 100.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1828
 - CoapplicantIncome : 1330.0
 - LoanAmount : 100.0
 - Loan_Amount_Term : None
 - 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 1828. The CoapplicantIncome is 1330.0. The LoanAmount is 100.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Urban,"<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>1828</td>
      <td>1330.0</td>
      <td>100.0</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 & Male & Yes & 0 & Graduate & No & 1828 & 1330.000000 & 100.000000 & None & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1828, 'CoapplicantIncome': 1330.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for unknown months. He does not have a credit history. He is a graduate and is not self employed. He earns 1828 dollars and his co-applicant earns 1330.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
219,Male,LP001493,Male,Yes,2,Not Graduate,No,4200,1430.0,129.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4200, CoapplicantIncome is 1430.0, LoanAmount is 129.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4200
 - CoapplicantIncome : 1430.0
 - LoanAmount : 129.0
 - 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 4200. The CoapplicantIncome is 1430.0. The LoanAmount is 129.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4200</td>
      <td>1430.0</td>
      <td>129.0</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 & 4200 & 1430.000000 & 129.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4200, 'CoapplicantIncome': 1430.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 129.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 129.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4200 dollars and his co-applicant earns 1430.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
220,Male,LP001843,Male,Yes,1,Not Graduate,No,2661,7101.0,279.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2661, CoapplicantIncome is 7101.0, LoanAmount is 279.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2661
 - CoapplicantIncome : 7101.0
 - LoanAmount : 279.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2661. The CoapplicantIncome is 7101.0. The LoanAmount is 279.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2661</td>
      <td>7101.0</td>
      <td>279.0</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 & 1 & Not Graduate & No & 2661 & 7101.000000 & 279.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2661, 'CoapplicantIncome': 7101.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 279.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 279.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2661 dollars and his co-applicant earns 7101.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
221,Male,LP001977,Male,Yes,1,Graduate,No,1625,1803.0,96.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1625, CoapplicantIncome is 1803.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1625
 - CoapplicantIncome : 1803.0
 - LoanAmount : 96.0
 - 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 1625. The CoapplicantIncome is 1803.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1625</td>
      <td>1803.0</td>
      <td>96.0</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 & 1625 & 1803.000000 & 96.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1625, 'CoapplicantIncome': 1803.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1625 dollars and his co-applicant earns 1803.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
222,Female,LP002300,Female,No,0,Not Graduate,No,1963,0.0,53.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1963, CoapplicantIncome is 0.0, LoanAmount is 53.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 1963
 - CoapplicantIncome : 0.0
 - LoanAmount : 53.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 1963. The CoapplicantIncome is 0.0. The LoanAmount is 53.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1963</td>
      <td>0.0</td>
      <td>53.0</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 & Not Graduate & No & 1963 & 0.000000 & 53.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1963, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 53.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 53.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 1963 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
223,Male,LP001199,Male,Yes,2,Not Graduate,No,3357,2859.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3357, CoapplicantIncome is 2859.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3357
 - CoapplicantIncome : 2859.0
 - LoanAmount : 144.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 3357. The CoapplicantIncome is 2859.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3357</td>
      <td>2859.0</td>
      <td>144.0</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 & Not Graduate & No & 3357 & 2859.000000 & 144.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3357, 'CoapplicantIncome': 2859.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 144.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3357 dollars and his co-applicant earns 2859.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
224,Female,LP001387,Female,Yes,0,Graduate,,2929,2333.0,139.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 2929, CoapplicantIncome is 2333.0, LoanAmount is 139.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 2929
 - CoapplicantIncome : 2333.0
 - LoanAmount : 139.0
 - 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 None. The ApplicantIncome is 2929. The CoapplicantIncome is 2333.0. The LoanAmount is 139.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>None</td>
      <td>2929</td>
      <td>2333.0</td>
      <td>139.0</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 & None & 2929 & 2333.000000 & 139.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2929, 'CoapplicantIncome': 2333.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 139.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A married female individual is applying for a loan of 139.0 dollars for 30.0 months. She has a credit history. She is a graduate and has unknown self employment status. She earns 2929 dollars and her co-applicant earns 2333.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
225,Male,LP002181,Male,No,0,Not Graduate,No,6216,0.0,133.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6216, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 6216
 - CoapplicantIncome : 0.0
 - LoanAmount : 133.0
 - 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 6216. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>6216</td>
      <td>0.0</td>
      <td>133.0</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 & 6216 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6216, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 133.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 6216 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
226,Male,LP002211,Male,Yes,0,Graduate,No,4817,923.0,120.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4817, CoapplicantIncome is 923.0, LoanAmount is 120.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4817
 - CoapplicantIncome : 923.0
 - LoanAmount : 120.0
 - 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 No. The ApplicantIncome is 4817. The CoapplicantIncome is 923.0. The LoanAmount is 120.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4817</td>
      <td>923.0</td>
      <td>120.0</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 & No & 4817 & 923.000000 & 120.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4817, 'CoapplicantIncome': 923.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4817 dollars and his co-applicant earns 923.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
227,Male,LP002821,Male,No,0,Not Graduate,Yes,5800,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5800, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5800
 - CoapplicantIncome : 0.0
 - LoanAmount : 132.0
 - 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 Yes. The ApplicantIncome is 5800. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>5800</td>
      <td>0.0</td>
      <td>132.0</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 & Yes & 5800 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5800, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 132.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 5800 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
228,Female,LP001870,Female,No,1,Graduate,No,3481,0.0,155.0,36.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3481, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3481
 - CoapplicantIncome : 0.0
 - LoanAmount : 155.0
 - Loan_Amount_Term : 36.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3481. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3481</td>
      <td>0.0</td>
      <td>155.0</td>
      <td>36.0</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 & 1 & Graduate & No & 3481 & 0.000000 & 155.000000 & 36.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3481, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 155.0, 'Loan_Amount_Term': 36.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 155.0 dollars for 3.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3481 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
229,Male,LP002916,Male,Yes,0,Graduate,No,2297,1522.0,104.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2297, CoapplicantIncome is 1522.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2297
 - CoapplicantIncome : 1522.0
 - LoanAmount : 104.0
 - 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 2297. The CoapplicantIncome is 1522.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2297</td>
      <td>1522.0</td>
      <td>104.0</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 & 2297 & 1522.000000 & 104.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2297, 'CoapplicantIncome': 1522.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 104.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2297 dollars and his co-applicant earns 1522.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
230,Female,LP001954,Female,Yes,1,Graduate,No,4666,0.0,135.0,360.0,1.0,Urban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4666, CoapplicantIncome is 0.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4666
 - CoapplicantIncome : 0.0
 - LoanAmount : 135.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4666. The CoapplicantIncome is 0.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4666</td>
      <td>0.0</td>
      <td>135.0</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 & 1 & Graduate & No & 4666 & 0.000000 & 135.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4666, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 135.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4666 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
231,Male,LP001528,Male,No,0,Graduate,No,6277,0.0,118.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6277, CoapplicantIncome is 0.0, LoanAmount is 118.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6277
 - CoapplicantIncome : 0.0
 - LoanAmount : 118.0
 - 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 6277. The CoapplicantIncome is 0.0. The LoanAmount is 118.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>6277</td>
      <td>0.0</td>
      <td>118.0</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 & 6277 & 0.000000 & 118.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6277, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 118.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 118.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 6277 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
232,Male,LP001877,Male,Yes,2,Graduate,No,4708,1387.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4708, CoapplicantIncome is 1387.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4708
 - CoapplicantIncome : 1387.0
 - 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 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4708. The CoapplicantIncome is 1387.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4708</td>
      <td>1387.0</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 & 2 & Graduate & No & 4708 & 1387.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4708, 'CoapplicantIncome': 1387.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4708 dollars and his co-applicant earns 1387.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
233,Male,LP002717,Male,Yes,0,Graduate,No,1025,5500.0,216.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 5500.0, LoanAmount is 216.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1025
 - CoapplicantIncome : 5500.0
 - LoanAmount : 216.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 1025. The CoapplicantIncome is 5500.0. The LoanAmount is 216.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>1025</td>
      <td>5500.0</td>
      <td>216.0</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 & Yes & 0 & Graduate & No & 1025 & 5500.000000 & 216.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 1025, 'CoapplicantIncome': 5500.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 216.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 216.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 1025 dollars and his co-applicant earns 5500.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
234,Female,LP002753,Female,No,1,Graduate,,3652,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3652, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 3652
 - CoapplicantIncome : 0.0
 - LoanAmount : 95.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3652. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>None</td>
      <td>3652</td>
      <td>0.0</td>
      <td>95.0</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 & 1 & Graduate & None & 3652 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3652, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 95.0 dollars for 30.0 months. She has a credit history. She is a graduate and has unknown self employment status. She earns 3652 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
235,Male,LP001114,Male,No,0,Graduate,No,4166,7210.0,184.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 7210.0, LoanAmount is 184.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4166
 - CoapplicantIncome : 7210.0
 - LoanAmount : 184.0
 - 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 4166. The CoapplicantIncome is 7210.0. The LoanAmount is 184.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4166</td>
      <td>7210.0</td>
      <td>184.0</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 & 4166 & 7210.000000 & 184.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4166, 'CoapplicantIncome': 7210.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 184.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 184.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4166 dollars and his co-applicant earns 7210.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
236,Male,LP002435,Male,Yes,0,Graduate,,3539,1376.0,55.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 3539, CoapplicantIncome is 1376.0, LoanAmount is 55.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 3539
 - CoapplicantIncome : 1376.0
 - LoanAmount : 55.0
 - 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 None. The ApplicantIncome is 3539. The CoapplicantIncome is 1376.0. The LoanAmount is 55.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3539</td>
      <td>1376.0</td>
      <td>55.0</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 & None & 3539 & 1376.000000 & 55.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3539, 'CoapplicantIncome': 1376.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 55.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 55.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3539 dollars and his co-applicant earns 1376.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
237,Female,LP001994,Female,No,0,Graduate,No,2400,1863.0,104.0,360.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2400, CoapplicantIncome is 1863.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2400
 - CoapplicantIncome : 1863.0
 - LoanAmount : 104.0
 - 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 2400. The CoapplicantIncome is 1863.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>2400</td>
      <td>1863.0</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 & Female & No & 0 & Graduate & No & 2400 & 1863.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2400, 'CoapplicantIncome': 1863.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 104.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 2400 dollars and her co-applicant earns 1863.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
238,Female,LP001671,Female,Yes,0,Graduate,No,3416,2816.0,113.0,360.0,,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3416, CoapplicantIncome is 2816.0, LoanAmount is 113.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3416
 - CoapplicantIncome : 2816.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3416. The CoapplicantIncome is 2816.0. The LoanAmount is 113.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>3416</td>
      <td>2816.0</td>
      <td>113.0</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 & Female & Yes & 0 & Graduate & No & 3416 & 2816.000000 & 113.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3416, 'CoapplicantIncome': 2816.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 113.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 3416 dollars and her co-applicant earns 2816.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
239,Female,LP002534,Female,No,0,Not Graduate,No,4350,0.0,154.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4350, CoapplicantIncome is 0.0, LoanAmount is 154.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4350
 - CoapplicantIncome : 0.0
 - LoanAmount : 154.0
 - 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 4350. The CoapplicantIncome is 0.0. The LoanAmount is 154.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4350</td>
      <td>0.0</td>
      <td>154.0</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 & 4350 & 0.000000 & 154.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4350, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 154.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 154.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 4350 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
240,Male,LP002188,Male,No,0,Graduate,No,5124,0.0,124.0,,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5124, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5124
 - CoapplicantIncome : 0.0
 - LoanAmount : 124.0
 - Loan_Amount_Term : None
 - 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 5124. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural,"<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>5124</td>
      <td>0.0</td>
      <td>124.0</td>
      <td>None</td>
      <td>0.0</td>
      <td>Rural</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 & No & 0 & Graduate & No & 5124 & 0.000000 & 124.000000 & None & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5124, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 124.0 dollars for unknown months. He does not have a credit history. He is a graduate and is not self employed. He earns 5124 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
241,Female,LP001516,Female,Yes,2,Graduate,No,14866,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 14866, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 14866
 - CoapplicantIncome : 0.0
 - LoanAmount : 70.0
 - 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 14866. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>14866</td>
      <td>0.0</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 & Female & Yes & 2 & Graduate & No & 14866 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 14866, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 70.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 14866 dollars. She has 2 people that she is liable to provide maintenance for. She lives in urban area.
242,Male,LP002545,Male,No,2,Graduate,No,3547,0.0,80.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3547, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3547
 - CoapplicantIncome : 0.0
 - LoanAmount : 80.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3547. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3547</td>
      <td>0.0</td>
      <td>80.0</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 & 2 & Graduate & No & 3547 & 0.000000 & 80.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3547, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 80.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3547 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
243,Female,LP002757,Female,Yes,0,Not Graduate,No,3017,663.0,102.0,360.0,,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3017, CoapplicantIncome is 663.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3017
 - CoapplicantIncome : 663.0
 - LoanAmount : 102.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3017. The CoapplicantIncome is 663.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>No</td>
      <td>3017</td>
      <td>663.0</td>
      <td>102.0</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 & Female & Yes & 0 & Not Graduate & No & 3017 & 663.000000 & 102.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3017, 'CoapplicantIncome': 663.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 102.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 102.0 dollars for 30.0 months. She has unknown credit history. She is not a graduate and is not self employed. She earns 3017 dollars and her co-applicant earns 663.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
244,Male,LP001518,Male,Yes,1,Graduate,No,1538,1425.0,30.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 1538, CoapplicantIncome is 1425.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1538
 - CoapplicantIncome : 1425.0
 - LoanAmount : 30.0
 - 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 1538. The CoapplicantIncome is 1425.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1538</td>
      <td>1425.0</td>
      <td>30.0</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 & 1538 & 1425.000000 & 30.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1538, 'CoapplicantIncome': 1425.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 30.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 30.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1538 dollars and his co-applicant earns 1425.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
245,Male,LP002390,Male,No,0,Graduate,No,3750,0.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3750
 - CoapplicantIncome : 0.0
 - LoanAmount : 100.0
 - 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 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>0.0</td>
      <td>100.0</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 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3750 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
246,Male,LP002137,Male,Yes,0,Graduate,No,6333,4583.0,259.0,360.0,,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6333, CoapplicantIncome is 4583.0, LoanAmount is 259.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6333
 - CoapplicantIncome : 4583.0
 - LoanAmount : 259.0
 - 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 6333. The CoapplicantIncome is 4583.0. The LoanAmount is 259.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>6333</td>
      <td>4583.0</td>
      <td>259.0</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 & 6333 & 4583.000000 & 259.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6333, 'CoapplicantIncome': 4583.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 259.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 259.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6333 dollars and his co-applicant earns 4583.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
247,Male,LP002067,Male,Yes,1,Graduate,Yes,8666,4983.0,376.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8666, CoapplicantIncome is 4983.0, LoanAmount is 376.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 8666
 - CoapplicantIncome : 4983.0
 - LoanAmount : 376.0
 - 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 Yes. The ApplicantIncome is 8666. The CoapplicantIncome is 4983.0. The LoanAmount is 376.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>8666</td>
      <td>4983.0</td>
      <td>376.0</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 & Yes & 8666 & 4983.000000 & 376.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 8666, 'CoapplicantIncome': 4983.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 376.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 376.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 8666 dollars and his co-applicant earns 4983.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
248,Female,LP002305,Female,No,0,Graduate,No,4547,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4547, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4547
 - CoapplicantIncome : 0.0
 - LoanAmount : 115.0
 - 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 4547. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4547</td>
      <td>0.0</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 & Female & No & 0 & Graduate & No & 4547 & 0.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4547, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 115.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4547 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
249,Male,LP001432,Male,Yes,2,Graduate,No,2957,0.0,81.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2957, CoapplicantIncome is 0.0, LoanAmount is 81.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2957
 - CoapplicantIncome : 0.0
 - LoanAmount : 81.0
 - 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 2957. The CoapplicantIncome is 0.0. The LoanAmount is 81.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2957</td>
      <td>0.0</td>
      <td>81.0</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 & 2957 & 0.000000 & 81.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2957, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 81.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 81.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2957 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
250,Female,LP002670,Female,Yes,2,Graduate,No,2031,1632.0,113.0,480.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2031, CoapplicantIncome is 1632.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2031
 - CoapplicantIncome : 1632.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 480.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2031. The CoapplicantIncome is 1632.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2031</td>
      <td>1632.0</td>
      <td>113.0</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 & Female & Yes & 2 & Graduate & No & 2031 & 1632.000000 & 113.000000 & 480.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2031, 'CoapplicantIncome': 1632.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 113.0 dollars for 40.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2031 dollars and her co-applicant earns 1632.0 dollars. She has 2 people that she is liable to provide maintenance for. She lives in semiurban area.
251,Female,LP001327,Female,Yes,0,Graduate,No,2484,2302.0,137.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2484, CoapplicantIncome is 2302.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2484
 - CoapplicantIncome : 2302.0
 - LoanAmount : 137.0
 - 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 2484. The CoapplicantIncome is 2302.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2484</td>
      <td>2302.0</td>
      <td>137.0</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 & 2484 & 2302.000000 & 137.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2484, 'CoapplicantIncome': 2302.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 137.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2484 dollars and her co-applicant earns 2302.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
252,Male,LP001507,Male,Yes,0,Graduate,No,2698,2034.0,122.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2698, CoapplicantIncome is 2034.0, LoanAmount is 122.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2698
 - CoapplicantIncome : 2034.0
 - LoanAmount : 122.0
 - 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 2698. The CoapplicantIncome is 2034.0. The LoanAmount is 122.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2698</td>
      <td>2034.0</td>
      <td>122.0</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 & 2698 & 2034.000000 & 122.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2698, 'CoapplicantIncome': 2034.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 122.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 122.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2698 dollars and his co-applicant earns 2034.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
253,Male,LP001792,Male,Yes,1,Graduate,No,3315,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3315, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3315
 - CoapplicantIncome : 0.0
 - LoanAmount : 96.0
 - 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 3315. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3315</td>
      <td>0.0</td>
      <td>96.0</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 & 3315 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3315, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3315 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
254,Male,LP002789,Male,Yes,0,Graduate,No,3593,4266.0,132.0,180.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3593, CoapplicantIncome is 4266.0, LoanAmount is 132.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3593
 - CoapplicantIncome : 4266.0
 - LoanAmount : 132.0
 - Loan_Amount_Term : 180.0
 - 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 3593. The CoapplicantIncome is 4266.0. The LoanAmount is 132.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>3593</td>
      <td>4266.0</td>
      <td>132.0</td>
      <td>180.0</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 & 3593 & 4266.000000 & 132.000000 & 180.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3593, 'CoapplicantIncome': 4266.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 132.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3593 dollars and his co-applicant earns 4266.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
255,Male,LP001333,Male,Yes,0,Graduate,No,1977,997.0,50.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1977, CoapplicantIncome is 997.0, LoanAmount is 50.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1977
 - CoapplicantIncome : 997.0
 - LoanAmount : 50.0
 - 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 1977. The CoapplicantIncome is 997.0. The LoanAmount is 50.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1977</td>
      <td>997.0</td>
      <td>50.0</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 & 1977 & 997.000000 & 50.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1977, 'CoapplicantIncome': 997.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 50.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 50.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1977 dollars and his co-applicant earns 997.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
256,Male,LP002197,Male,Yes,2,Graduate,No,5185,0.0,155.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5185, CoapplicantIncome is 0.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5185
 - CoapplicantIncome : 0.0
 - LoanAmount : 155.0
 - 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 5185. The CoapplicantIncome is 0.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5185</td>
      <td>0.0</td>
      <td>155.0</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 & 5185 & 0.000000 & 155.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5185, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 155.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5185 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
257,Male,LP002065,Male,Yes,3+,Graduate,No,15000,0.0,300.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 15000, CoapplicantIncome is 0.0, LoanAmount is 300.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 15000
 - CoapplicantIncome : 0.0
 - LoanAmount : 300.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 15000. The CoapplicantIncome is 0.0. The LoanAmount is 300.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>15000</td>
      <td>0.0</td>
      <td>300.0</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+ & Graduate & No & 15000 & 0.000000 & 300.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 15000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 300.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 300.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 15000 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
258,Female,LP001908,Female,Yes,0,Not Graduate,No,4100,0.0,124.0,360.0,,Rural,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4100, CoapplicantIncome is 0.0, LoanAmount is 124.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4100
 - CoapplicantIncome : 0.0
 - LoanAmount : 124.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Female. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4100. The CoapplicantIncome is 0.0. The LoanAmount is 124.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>No</td>
      <td>4100</td>
      <td>0.0</td>
      <td>124.0</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 & Female & Yes & 0 & Not Graduate & No & 4100 & 0.000000 & 124.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 4100, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 124.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 124.0 dollars for 30.0 months. She has unknown credit history. She is not a graduate and is not self employed. She earns 4100 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
259,Female,LP001945,Female,No,,Graduate,No,5417,0.0,143.0,480.0,0.0,Urban,N,"Gender is Female, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5417, CoapplicantIncome is 0.0, LoanAmount is 143.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : None
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5417
 - CoapplicantIncome : 0.0
 - LoanAmount : 143.0
 - Loan_Amount_Term : 480.0
 - Credit_History : 0.0
 - 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 5417. The CoapplicantIncome is 0.0. The LoanAmount is 143.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>5417</td>
      <td>0.0</td>
      <td>143.0</td>
      <td>480.0</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 & None & Graduate & No & 5417 & 0.000000 & 143.000000 & 480.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5417, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 143.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 143.0 dollars for 40.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 5417 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
260,Female,LP002582,Female,No,0,Not Graduate,Yes,17263,0.0,225.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 17263, CoapplicantIncome is 0.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 17263
 - CoapplicantIncome : 0.0
 - LoanAmount : 225.0
 - 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 Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 17263. The CoapplicantIncome is 0.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>17263</td>
      <td>0.0</td>
      <td>225.0</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 & Not Graduate & Yes & 17263 & 0.000000 & 225.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 17263, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 225.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is self employed. She earns 17263 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
261,Female,LP001431,Female,No,0,Graduate,No,2137,8980.0,137.0,360.0,0.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2137, CoapplicantIncome is 8980.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2137
 - CoapplicantIncome : 8980.0
 - LoanAmount : 137.0
 - 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 2137. The CoapplicantIncome is 8980.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>2137</td>
      <td>8980.0</td>
      <td>137.0</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 & 2137 & 8980.000000 & 137.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2137, 'CoapplicantIncome': 8980.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 137.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 2137 dollars and her co-applicant earns 8980.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
262,Male,LP001637,Male,Yes,1,Graduate,No,33846,0.0,260.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 33846, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 33846
 - CoapplicantIncome : 0.0
 - LoanAmount : 260.0
 - 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 33846. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>33846</td>
      <td>0.0</td>
      <td>260.0</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 & 33846 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 33846, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 260.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 33846 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
263,Male,LP001682,Male,Yes,3+,Not Graduate,No,3992,0.0,,180.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3992, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3992
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 3992. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3992</td>
      <td>0.0</td>
      <td>None</td>
      <td>180.0</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 & 3+ & Not Graduate & No & 3992 & 0.000000 & None & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3992, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3992 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
264,Female,LP002055,Female,No,0,Graduate,No,3166,2985.0,132.0,360.0,,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3166, CoapplicantIncome is 2985.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3166
 - CoapplicantIncome : 2985.0
 - LoanAmount : 132.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3166. The CoapplicantIncome is 2985.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>3166</td>
      <td>2985.0</td>
      <td>132.0</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 & Female & No & 0 & Graduate & No & 3166 & 2985.000000 & 132.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 3166, 'CoapplicantIncome': 2985.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 132.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 3166 dollars and her co-applicant earns 2985.0 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
265,Male,LP001814,Male,Yes,2,Graduate,No,9703,0.0,112.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 9703, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 9703
 - CoapplicantIncome : 0.0
 - LoanAmount : 112.0
 - 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 9703. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>9703</td>
      <td>0.0</td>
      <td>112.0</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 & 9703 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 9703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 112.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9703 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
266,Male,LP002386,Male,No,0,Graduate,,12876,0.0,405.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 12876, CoapplicantIncome is 0.0, LoanAmount is 405.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 12876
 - CoapplicantIncome : 0.0
 - LoanAmount : 405.0
 - 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 None. The ApplicantIncome is 12876. The CoapplicantIncome is 0.0. The LoanAmount is 405.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>12876</td>
      <td>0.0</td>
      <td>405.0</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 & None & 12876 & 0.000000 & 405.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 12876, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 405.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 405.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 12876 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
267,Male,LP002348,Male,Yes,0,Graduate,No,5829,0.0,138.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5829, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5829
 - CoapplicantIncome : 0.0
 - LoanAmount : 138.0
 - 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 5829. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>5829</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 & Male & Yes & 0 & Graduate & No & 5829 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5829, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 138.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5829 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
268,Male,LP002585,Male,Yes,0,Graduate,No,3597,2157.0,119.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3597, CoapplicantIncome is 2157.0, LoanAmount is 119.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3597
 - CoapplicantIncome : 2157.0
 - LoanAmount : 119.0
 - 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 3597. The CoapplicantIncome is 2157.0. The LoanAmount is 119.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>3597</td>
      <td>2157.0</td>
      <td>119.0</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 & 3597 & 2157.000000 & 119.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3597, 'CoapplicantIncome': 2157.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 119.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 119.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3597 dollars and his co-applicant earns 2157.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
269,Male,LP002364,Male,Yes,0,Graduate,No,14880,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14880, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 14880
 - CoapplicantIncome : 0.0
 - LoanAmount : 96.0
 - 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 14880. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>14880</td>
      <td>0.0</td>
      <td>96.0</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 & 14880 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 14880, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 14880 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
270,Female,LP002743,Female,No,0,Graduate,No,2138,0.0,99.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2138, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2138
 - CoapplicantIncome : 0.0
 - LoanAmount : 99.0
 - 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 2138. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>2138</td>
      <td>0.0</td>
      <td>99.0</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 & 2138 & 0.000000 & 99.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2138, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 99.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 2138 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
271,Male,LP002297,Male,No,0,Graduate,No,2500,20000.0,103.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 20000.0, LoanAmount is 103.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2500
 - CoapplicantIncome : 20000.0
 - LoanAmount : 103.0
 - 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 2500. The CoapplicantIncome is 20000.0. The LoanAmount is 103.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2500</td>
      <td>20000.0</td>
      <td>103.0</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 & 2500 & 20000.000000 & 103.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2500, 'CoapplicantIncome': 20000.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 103.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 103.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2500 dollars and his co-applicant earns 20000.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
272,Female,LP001443,Female,No,0,Graduate,No,3692,0.0,93.0,360.0,,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3692, CoapplicantIncome is 0.0, LoanAmount is 93.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3692
 - CoapplicantIncome : 0.0
 - LoanAmount : 93.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Female. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3692. The CoapplicantIncome is 0.0. The LoanAmount is 93.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>3692</td>
      <td>0.0</td>
      <td>93.0</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 & Female & No & 0 & Graduate & No & 3692 & 0.000000 & 93.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 3692, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 93.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 93.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 3692 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
273,Male,LP002768,Male,No,0,Not Graduate,No,3358,0.0,80.0,36.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3358, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 36.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3358
 - CoapplicantIncome : 0.0
 - LoanAmount : 80.0
 - Loan_Amount_Term : 36.0
 - 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 3358. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 36.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3358</td>
      <td>0.0</td>
      <td>80.0</td>
      <td>36.0</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 & 3358 & 0.000000 & 80.000000 & 36.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3358, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 36.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 80.0 dollars for 3.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3358 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
274,Female,LP002813,Female,Yes,1,Graduate,Yes,19484,0.0,600.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 19484, CoapplicantIncome is 0.0, LoanAmount is 600.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 19484
 - CoapplicantIncome : 0.0
 - LoanAmount : 600.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 19484. The CoapplicantIncome is 0.0. The LoanAmount is 600.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1</td>
      <td>Graduate</td>
      <td>Yes</td>
      <td>19484</td>
      <td>0.0</td>
      <td>600.0</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 & 1 & Graduate & Yes & 19484 & 0.000000 & 600.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 19484, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 600.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married female individual is applying for a loan of 600.0 dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 19484 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
275,Male,LP001749,Male,Yes,0,Graduate,No,7578,1010.0,175.0,,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7578, CoapplicantIncome is 1010.0, LoanAmount is 175.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 7578
 - CoapplicantIncome : 1010.0
 - LoanAmount : 175.0
 - Loan_Amount_Term : None
 - 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 7578. The CoapplicantIncome is 1010.0. The LoanAmount is 175.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>7578</td>
      <td>1010.0</td>
      <td>175.0</td>
      <td>None</td>
      <td>1.0</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 & 0 & Graduate & No & 7578 & 1010.000000 & 175.000000 & None & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 7578, 'CoapplicantIncome': 1010.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 175.0 dollars for unknown months. He has a credit history. He is a graduate and is not self employed. He earns 7578 dollars and his co-applicant earns 1010.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
276,Male,LP002119,Male,Yes,1,Not Graduate,No,4554,1229.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4554, CoapplicantIncome is 1229.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4554
 - CoapplicantIncome : 1229.0
 - LoanAmount : 158.0
 - 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 4554. The CoapplicantIncome is 1229.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4554</td>
      <td>1229.0</td>
      <td>158.0</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 & 4554 & 1229.000000 & 158.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4554, 'CoapplicantIncome': 1229.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 158.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4554 dollars and his co-applicant earns 1229.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
277,Male,LP001179,Male,Yes,2,Graduate,No,4616,0.0,134.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4616, CoapplicantIncome is 0.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4616
 - CoapplicantIncome : 0.0
 - LoanAmount : 134.0
 - 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 4616. The CoapplicantIncome is 0.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4616</td>
      <td>0.0</td>
      <td>134.0</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 & 4616 & 0.000000 & 134.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4616, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 134.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4616 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
278,Female,LP001734,Female,Yes,2,Graduate,No,4283,2383.0,127.0,360.0,,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 2383.0, LoanAmount is 127.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4283
 - CoapplicantIncome : 2383.0
 - LoanAmount : 127.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4283. The CoapplicantIncome is 2383.0. The LoanAmount is 127.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>4283</td>
      <td>2383.0</td>
      <td>127.0</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 & Female & Yes & 2 & Graduate & No & 4283 & 2383.000000 & 127.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4283, 'CoapplicantIncome': 2383.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 127.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 127.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 4283 dollars and her co-applicant earns 2383.0 dollars. She has 2 people that she is liable to provide maintenance for. She lives in semiurban area.
279,Male,LP001465,Male,Yes,0,Graduate,No,6080,2569.0,182.0,360.0,,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6080, CoapplicantIncome is 2569.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6080
 - CoapplicantIncome : 2569.0
 - LoanAmount : 182.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6080. The CoapplicantIncome is 2569.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>6080</td>
      <td>2569.0</td>
      <td>182.0</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 & Yes & 0 & Graduate & No & 6080 & 2569.000000 & 182.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 6080, 'CoapplicantIncome': 2569.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 182.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 182.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6080 dollars and his co-applicant earns 2569.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
280,Male,LP002792,Male,Yes,1,Graduate,No,5468,1032.0,26.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5468, CoapplicantIncome is 1032.0, LoanAmount is 26.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5468
 - CoapplicantIncome : 1032.0
 - LoanAmount : 26.0
 - 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 5468. The CoapplicantIncome is 1032.0. The LoanAmount is 26.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5468</td>
      <td>1032.0</td>
      <td>26.0</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 & 5468 & 1032.000000 & 26.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5468, 'CoapplicantIncome': 1032.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 26.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 26.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5468 dollars and his co-applicant earns 1032.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
281,Female,LP002314,Female,No,0,Not Graduate,No,2213,0.0,66.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2213, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2213
 - CoapplicantIncome : 0.0
 - LoanAmount : 66.0
 - 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 2213. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2213</td>
      <td>0.0</td>
      <td>66.0</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 & 2213 & 0.000000 & 66.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2213, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 66.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 2213 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
282,Female,LP002489,Female,No,1,Not Graduate,,5191,0.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 5191, CoapplicantIncome is 0.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : None
 - ApplicantIncome : 5191
 - CoapplicantIncome : 0.0
 - LoanAmount : 132.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is None. The ApplicantIncome is 5191. The CoapplicantIncome is 0.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>None</td>
      <td>5191</td>
      <td>0.0</td>
      <td>132.0</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 & 1 & Not Graduate & None & 5191 & 0.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5191, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': None}",A unmarried female individual is applying for a loan of 132.0 dollars for 30.0 months. She has a credit history. She is not a graduate and has unknown self employment status. She earns 5191 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
283,Male,LP002795,Male,Yes,3+,Graduate,Yes,10139,0.0,260.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10139, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 10139
 - CoapplicantIncome : 0.0
 - LoanAmount : 260.0
 - 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 Yes. The ApplicantIncome is 10139. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>10139</td>
      <td>0.0</td>
      <td>260.0</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 & Yes & 10139 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 10139, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 260.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 10139 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
284,Male,LP002317,Male,Yes,3+,Graduate,No,81000,0.0,360.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 81000, CoapplicantIncome is 0.0, LoanAmount is 360.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 81000
 - CoapplicantIncome : 0.0
 - LoanAmount : 360.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 81000. The CoapplicantIncome is 0.0. The LoanAmount is 360.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>81000</td>
      <td>0.0</td>
      <td>360.0</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 & 3+ & Graduate & No & 81000 & 0.000000 & 360.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 81000, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 360.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 360.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 81000 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
285,Female,LP002603,Female,No,0,Graduate,No,645,3683.0,113.0,480.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 645, CoapplicantIncome is 3683.0, LoanAmount is 113.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 645
 - CoapplicantIncome : 3683.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 480.0
 - 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 645. The CoapplicantIncome is 3683.0. The LoanAmount is 113.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>645</td>
      <td>3683.0</td>
      <td>113.0</td>
      <td>480.0</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 & 645 & 3683.000000 & 113.000000 & 480.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 645, 'CoapplicantIncome': 3683.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 113.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 113.0 dollars for 40.0 months. She has a credit history. She is a graduate and is not self employed. She earns 645 dollars and her co-applicant earns 3683.0 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
286,Female,LP002341,Female,No,1,Graduate,No,2600,0.0,160.0,360.0,1.0,Urban,N,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2600
 - CoapplicantIncome : 0.0
 - LoanAmount : 160.0
 - 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 2600. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2600</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 & Female & No & 1 & Graduate & No & 2600 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 160.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2600 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
287,Male,LP002239,Male,No,0,Not Graduate,No,2346,1600.0,132.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2346, CoapplicantIncome is 1600.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2346
 - CoapplicantIncome : 1600.0
 - LoanAmount : 132.0
 - 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 2346. The CoapplicantIncome is 1600.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2346</td>
      <td>1600.0</td>
      <td>132.0</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 & 2346 & 1600.000000 & 132.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2346, 'CoapplicantIncome': 1600.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 132.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2346 dollars and his co-applicant earns 1600.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
288,Male,LP002938,Male,Yes,0,Graduate,Yes,16120,0.0,260.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16120, CoapplicantIncome is 0.0, LoanAmount is 260.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 16120
 - CoapplicantIncome : 0.0
 - LoanAmount : 260.0
 - 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 16120. The CoapplicantIncome is 0.0. The LoanAmount is 260.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>16120</td>
      <td>0.0</td>
      <td>260.0</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 & 16120 & 0.000000 & 260.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 16120, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 260.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 260.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 16120 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
289,Male,LP001947,Male,Yes,0,Graduate,No,2383,3334.0,172.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 3334.0, LoanAmount is 172.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2383
 - CoapplicantIncome : 3334.0
 - LoanAmount : 172.0
 - 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 2383. The CoapplicantIncome is 3334.0. The LoanAmount is 172.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2383</td>
      <td>3334.0</td>
      <td>172.0</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 & 2383 & 3334.000000 & 172.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2383, 'CoapplicantIncome': 3334.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 172.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2383 dollars and his co-applicant earns 3334.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
290,Male,LP001882,Male,Yes,3+,Graduate,No,4333,1811.0,160.0,360.0,0.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4333, CoapplicantIncome is 1811.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4333
 - CoapplicantIncome : 1811.0
 - LoanAmount : 160.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 4333. The CoapplicantIncome is 1811.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>4333</td>
      <td>1811.0</td>
      <td>160.0</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 & 3+ & Graduate & No & 4333 & 1811.000000 & 160.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4333, 'CoapplicantIncome': 1811.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4333 dollars and his co-applicant earns 1811.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
291,,LP002530,,Yes,2,Graduate,No,2873,1872.0,132.0,360.0,0.0,Semiurban,N,"Gender is None, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2873, CoapplicantIncome is 1872.0, LoanAmount is 132.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : None
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2873
 - CoapplicantIncome : 1872.0
 - LoanAmount : 132.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Semiurban",The Gender is None. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2873. The CoapplicantIncome is 1872.0. The LoanAmount is 132.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2873</td>
      <td>1872.0</td>
      <td>132.0</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 & None & Yes & 2 & Graduate & No & 2873 & 1872.000000 & 132.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2873, 'CoapplicantIncome': 1872.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 132.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 132.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2873 dollars and his co-applicant earns 1872.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
292,Male,LP002370,Male,No,0,Not Graduate,No,2717,0.0,60.0,180.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2717, CoapplicantIncome is 0.0, LoanAmount is 60.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2717
 - CoapplicantIncome : 0.0
 - LoanAmount : 60.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - 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 2717. The CoapplicantIncome is 0.0. The LoanAmount is 60.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2717</td>
      <td>0.0</td>
      <td>60.0</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 & No & 0 & Not Graduate & No & 2717 & 0.000000 & 60.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2717, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 60.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 60.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2717 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
293,Male,LP001391,Male,Yes,0,Not Graduate,No,3572,4114.0,152.0,,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3572, CoapplicantIncome is 4114.0, LoanAmount is 152.0, Loan_Amount_Term is None, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3572
 - CoapplicantIncome : 4114.0
 - LoanAmount : 152.0
 - Loan_Amount_Term : None
 - 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 3572. The CoapplicantIncome is 4114.0. The LoanAmount is 152.0. The Loan_Amount_Term is None. The Credit_History is 0.0. The Property_Area is Rural,"<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>3572</td>
      <td>4114.0</td>
      <td>152.0</td>
      <td>None</td>
      <td>0.0</td>
      <td>Rural</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 & 0 & Not Graduate & No & 3572 & 4114.000000 & 152.000000 & None & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3572, 'CoapplicantIncome': 4114.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 152.0 dollars for unknown months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3572 dollars and his co-applicant earns 4114.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
294,Male,LP001630,Male,No,0,Not Graduate,No,2333,1451.0,102.0,480.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2333, CoapplicantIncome is 1451.0, LoanAmount is 102.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2333
 - CoapplicantIncome : 1451.0
 - LoanAmount : 102.0
 - Loan_Amount_Term : 480.0
 - 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 2333. The CoapplicantIncome is 1451.0. The LoanAmount is 102.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>2333</td>
      <td>1451.0</td>
      <td>102.0</td>
      <td>480.0</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 & 2333 & 1451.000000 & 102.000000 & 480.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2333, 'CoapplicantIncome': 1451.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 102.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 102.0 dollars for 40.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2333 dollars and his co-applicant earns 1451.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
295,Male,LP002984,Male,Yes,2,Graduate,No,7583,0.0,187.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 7583, CoapplicantIncome is 0.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 7583
 - CoapplicantIncome : 0.0
 - LoanAmount : 187.0
 - 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 7583. The CoapplicantIncome is 0.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>7583</td>
      <td>0.0</td>
      <td>187.0</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 & 7583 & 0.000000 & 187.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 7583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 7583 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
296,Male,LP002785,Male,Yes,1,Graduate,No,3333,3250.0,158.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 3250.0, LoanAmount is 158.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3333
 - CoapplicantIncome : 3250.0
 - LoanAmount : 158.0
 - 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 3333. The CoapplicantIncome is 3250.0. The LoanAmount is 158.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3333</td>
      <td>3250.0</td>
      <td>158.0</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 & 3333 & 3250.000000 & 158.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3333, 'CoapplicantIncome': 3250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 158.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 158.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3333 dollars and his co-applicant earns 3250.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
297,Male,LP002494,Male,No,0,Graduate,No,6000,0.0,140.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 140.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6000
 - CoapplicantIncome : 0.0
 - LoanAmount : 140.0
 - 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 6000. The CoapplicantIncome is 0.0. The LoanAmount is 140.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>6000</td>
      <td>0.0</td>
      <td>140.0</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 & 6000 & 0.000000 & 140.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 140.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6000 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
298,Male,LP002205,Male,No,1,Graduate,No,3062,1987.0,111.0,180.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3062, CoapplicantIncome is 1987.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3062
 - CoapplicantIncome : 1987.0
 - LoanAmount : 111.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3062. The CoapplicantIncome is 1987.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>Graduate</td>
      <td>No</td>
      <td>3062</td>
      <td>1987.0</td>
      <td>111.0</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 & 1 & Graduate & No & 3062 & 1987.000000 & 111.000000 & 180.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3062, 'CoapplicantIncome': 1987.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 111.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3062 dollars and his co-applicant earns 1987.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
299,,LP002024,,Yes,0,Graduate,No,2473,1843.0,159.0,360.0,1.0,Rural,N,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2473, CoapplicantIncome is 1843.0, LoanAmount is 159.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : None
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2473
 - CoapplicantIncome : 1843.0
 - LoanAmount : 159.0
 - 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 No. The ApplicantIncome is 2473. The CoapplicantIncome is 1843.0. The LoanAmount is 159.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>No</td>
      <td>2473</td>
      <td>1843.0</td>
      <td>159.0</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 & No & 2473 & 1843.000000 & 159.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2473, 'CoapplicantIncome': 1843.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 159.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 159.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2473 dollars and his co-applicant earns 1843.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
300,Male,LP001529,Male,Yes,0,Graduate,Yes,2577,3750.0,152.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2577, CoapplicantIncome is 3750.0, LoanAmount is 152.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2577
 - CoapplicantIncome : 3750.0
 - LoanAmount : 152.0
 - 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 Yes. The ApplicantIncome is 2577. The CoapplicantIncome is 3750.0. The LoanAmount is 152.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2577</td>
      <td>3750.0</td>
      <td>152.0</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 & Yes & 2577 & 3750.000000 & 152.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2577, 'CoapplicantIncome': 3750.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 152.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 152.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 2577 dollars and his co-applicant earns 3750.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
301,,LP002625,,No,0,Graduate,No,3583,0.0,96.0,360.0,1.0,Urban,N,"Gender is None, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3583, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3583
 - CoapplicantIncome : 0.0
 - LoanAmount : 96.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is None. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3583. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>No</td>
      <td>0</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3583</td>
      <td>0.0</td>
      <td>96.0</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 & None & No & 0 & Graduate & No & 3583 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried unknown gender individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3583 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
302,Female,LP001776,Female,No,0,Graduate,No,8333,0.0,280.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 280.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8333
 - CoapplicantIncome : 0.0
 - LoanAmount : 280.0
 - 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 8333. The CoapplicantIncome is 0.0. The LoanAmount is 280.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>8333</td>
      <td>0.0</td>
      <td>280.0</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 & 8333 & 0.000000 & 280.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 8333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 280.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 280.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 8333 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
303,Female,LP001993,Female,No,0,Graduate,No,3762,1666.0,135.0,360.0,1.0,Rural,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3762, CoapplicantIncome is 1666.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3762
 - CoapplicantIncome : 1666.0
 - LoanAmount : 135.0
 - 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 3762. The CoapplicantIncome is 1666.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3762</td>
      <td>1666.0</td>
      <td>135.0</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 & 3762 & 1666.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3762, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 135.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3762 dollars and her co-applicant earns 1666.0 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
304,Male,LP002409,Male,Yes,0,Graduate,No,7901,1833.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7901, CoapplicantIncome is 1833.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 7901
 - CoapplicantIncome : 1833.0
 - LoanAmount : 180.0
 - 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 7901. The CoapplicantIncome is 1833.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>7901</td>
      <td>1833.0</td>
      <td>180.0</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 & 7901 & 1833.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 7901, 'CoapplicantIncome': 1833.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 7901 dollars and his co-applicant earns 1833.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
305,Male,LP001572,Male,Yes,0,Graduate,No,9323,0.0,75.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9323, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 9323
 - CoapplicantIncome : 0.0
 - LoanAmount : 75.0
 - 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 No. The ApplicantIncome is 9323. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>9323</td>
      <td>0.0</td>
      <td>75.0</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 & No & 9323 & 0.000000 & 75.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 9323, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 75.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9323 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
306,Male,LP002036,Male,Yes,0,Graduate,No,2058,2134.0,88.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2058, CoapplicantIncome is 2134.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2058
 - CoapplicantIncome : 2134.0
 - LoanAmount : 88.0
 - 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 2058. The CoapplicantIncome is 2134.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>2058</td>
      <td>2134.0</td>
      <td>88.0</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 & 2058 & 2134.000000 & 88.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 2058, 'CoapplicantIncome': 2134.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 88.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2058 dollars and his co-applicant earns 2134.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
307,Female,LP001489,Female,Yes,0,Graduate,No,4583,0.0,84.0,360.0,1.0,Rural,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4583
 - CoapplicantIncome : 0.0
 - LoanAmount : 84.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4583</td>
      <td>0.0</td>
      <td>84.0</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 & Graduate & No & 4583 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 84.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4583 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
308,Female,LP002318,Female,No,1,Not Graduate,Yes,3867,0.0,62.0,360.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 3867, CoapplicantIncome is 0.0, LoanAmount is 62.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 3867
 - CoapplicantIncome : 0.0
 - LoanAmount : 62.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 3867. The CoapplicantIncome is 0.0. The LoanAmount is 62.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>3867</td>
      <td>0.0</td>
      <td>62.0</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 & 1 & Not Graduate & Yes & 3867 & 0.000000 & 62.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3867, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 62.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 62.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is self employed. She earns 3867 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
309,Female,LP001669,Female,No,0,Not Graduate,No,1907,2365.0,120.0,,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1907, CoapplicantIncome is 2365.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 1907
 - CoapplicantIncome : 2365.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : None
 - Credit_History : 1.0
 - 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 1907. The CoapplicantIncome is 2365.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"<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>1907</td>
      <td>2365.0</td>
      <td>120.0</td>
      <td>None</td>
      <td>1.0</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 & 1907 & 2365.000000 & 120.000000 & None & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1907, 'CoapplicantIncome': 2365.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 120.0 dollars for unknown months. She has a credit history. She is not a graduate and is not self employed. She earns 1907 dollars and her co-applicant earns 2365.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
310,Male,LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000.0,187.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 6383, CoapplicantIncome is 1000.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 6383
 - CoapplicantIncome : 1000.0
 - LoanAmount : 187.0
 - 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 Yes. The ApplicantIncome is 6383. The CoapplicantIncome is 1000.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Yes</td>
      <td>6383</td>
      <td>1000.0</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 & Yes & 2 & Not Graduate & Yes & 6383 & 1000.000000 & 187.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6383, 'CoapplicantIncome': 1000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 6383 dollars and his co-applicant earns 1000.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
311,Male,LP001859,Male,Yes,0,Graduate,No,14683,2100.0,304.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14683, CoapplicantIncome is 2100.0, LoanAmount is 304.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 14683
 - CoapplicantIncome : 2100.0
 - LoanAmount : 304.0
 - 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 14683. The CoapplicantIncome is 2100.0. The LoanAmount is 304.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>14683</td>
      <td>2100.0</td>
      <td>304.0</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 & 14683 & 2100.000000 & 304.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 14683, 'CoapplicantIncome': 2100.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 304.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 304.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 14683 dollars and his co-applicant earns 2100.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
312,Male,LP001770,Male,No,0,Not Graduate,No,3189,2598.0,120.0,,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3189, CoapplicantIncome is 2598.0, LoanAmount is 120.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3189
 - CoapplicantIncome : 2598.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : None
 - 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 3189. The CoapplicantIncome is 2598.0. The LoanAmount is 120.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Rural,"<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>3189</td>
      <td>2598.0</td>
      <td>120.0</td>
      <td>None</td>
      <td>1.0</td>
      <td>Rural</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 & No & 0 & Not Graduate & No & 3189 & 2598.000000 & 120.000000 & None & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3189, 'CoapplicantIncome': 2598.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': None, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 120.0 dollars for unknown months. He has a credit history. He is not a graduate and is not self employed. He earns 3189 dollars and his co-applicant earns 2598.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
313,Male,LP001401,Male,Yes,1,Graduate,No,14583,0.0,185.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 14583, CoapplicantIncome is 0.0, LoanAmount is 185.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 14583
 - CoapplicantIncome : 0.0
 - LoanAmount : 185.0
 - Loan_Amount_Term : 180.0
 - 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 14583. The CoapplicantIncome is 0.0. The LoanAmount is 185.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>14583</td>
      <td>0.0</td>
      <td>185.0</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 & 1 & Graduate & No & 14583 & 0.000000 & 185.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 14583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 185.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 14583 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
314,Male,LP001426,Male,Yes,,Graduate,No,5667,2667.0,180.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5667, CoapplicantIncome is 2667.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : None
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5667
 - CoapplicantIncome : 2667.0
 - LoanAmount : 180.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5667. The CoapplicantIncome is 2667.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Graduate</td>
      <td>No</td>
      <td>5667</td>
      <td>2667.0</td>
      <td>180.0</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 & None & Graduate & No & 5667 & 2667.000000 & 180.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5667, 'CoapplicantIncome': 2667.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5667 dollars and his co-applicant earns 2667.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
315,Male,LP002560,Male,No,0,Not Graduate,No,2699,2785.0,96.0,360.0,,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2699, CoapplicantIncome is 2785.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2699
 - CoapplicantIncome : 2785.0
 - LoanAmount : 96.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2699. The CoapplicantIncome is 2785.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>2699</td>
      <td>2785.0</td>
      <td>96.0</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 & 0 & Not Graduate & No & 2699 & 2785.000000 & 96.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2699, 'CoapplicantIncome': 2785.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 96.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 2699 dollars and his co-applicant earns 2785.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
316,Male,LP002219,Male,Yes,3+,Graduate,No,8750,4996.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4996.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8750
 - CoapplicantIncome : 4996.0
 - LoanAmount : 130.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 8750. The CoapplicantIncome is 4996.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>8750</td>
      <td>4996.0</td>
      <td>130.0</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+ & Graduate & No & 8750 & 4996.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 8750, 'CoapplicantIncome': 4996.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8750 dollars and his co-applicant earns 4996.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
317,Male,LP002236,Male,Yes,2,Graduate,No,4566,0.0,100.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4566, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4566
 - CoapplicantIncome : 0.0
 - LoanAmount : 100.0
 - 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 4566. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4566</td>
      <td>0.0</td>
      <td>100.0</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 & 4566 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4566, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4566 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
318,Male,LP001750,Male,Yes,0,Graduate,No,6250,0.0,128.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6250
 - CoapplicantIncome : 0.0
 - 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 6250. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>6250</td>
      <td>0.0</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 & 6250 & 0.000000 & 128.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6250, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6250 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
319,Male,LP002893,Male,No,0,Graduate,No,1836,33837.0,90.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1836, CoapplicantIncome is 33837.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1836
 - CoapplicantIncome : 33837.0
 - LoanAmount : 90.0
 - 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 1836. The CoapplicantIncome is 33837.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1836</td>
      <td>33837.0</td>
      <td>90.0</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 & 1836 & 33837.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1836, 'CoapplicantIncome': 33837.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 90.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1836 dollars and his co-applicant earns 33837.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
320,Male,LP002519,Male,Yes,3+,Graduate,No,4691,0.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 4691, CoapplicantIncome is 0.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4691
 - CoapplicantIncome : 0.0
 - LoanAmount : 100.0
 - 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 4691. The CoapplicantIncome is 0.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4691</td>
      <td>0.0</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 & Male & Yes & 3+ & Graduate & No & 4691 & 0.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4691, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4691 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
321,Male,LP002131,Male,Yes,2,Not Graduate,No,3083,2168.0,126.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3083, CoapplicantIncome is 2168.0, LoanAmount is 126.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3083
 - CoapplicantIncome : 2168.0
 - LoanAmount : 126.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 3083. The CoapplicantIncome is 2168.0. The LoanAmount is 126.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3083</td>
      <td>2168.0</td>
      <td>126.0</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 & Not Graduate & No & 3083 & 2168.000000 & 126.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3083, 'CoapplicantIncome': 2168.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 126.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 126.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3083 dollars and his co-applicant earns 2168.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
322,Male,LP001449,Male,No,0,Graduate,No,3865,1640.0,,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3865, CoapplicantIncome is 1640.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3865
 - CoapplicantIncome : 1640.0
 - LoanAmount : None
 - 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 3865. The CoapplicantIncome is 1640.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3865</td>
      <td>1640.0</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 & No & 0 & Graduate & No & 3865 & 1640.000000 & None & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3865, 'CoapplicantIncome': 1640.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3865 dollars and his co-applicant earns 1640.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
323,Female,LP002959,Female,Yes,1,Graduate,No,12000,0.0,496.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 496.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 12000
 - CoapplicantIncome : 0.0
 - LoanAmount : 496.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12000. The CoapplicantIncome is 0.0. The LoanAmount is 496.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1</td>
      <td>Graduate</td>
      <td>No</td>
      <td>12000</td>
      <td>0.0</td>
      <td>496.0</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 & 1 & Graduate & No & 12000 & 0.000000 & 496.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 12000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 496.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 496.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 12000 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
324,Male,LP002429,Male,Yes,1,Graduate,Yes,3466,1210.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3466, CoapplicantIncome is 1210.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 3466
 - CoapplicantIncome : 1210.0
 - LoanAmount : 130.0
 - 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 3466. The CoapplicantIncome is 1210.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3466</td>
      <td>1210.0</td>
      <td>130.0</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 & 3466 & 1210.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3466, 'CoapplicantIncome': 1210.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 3466 dollars and his co-applicant earns 1210.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
325,Male,LP001924,Male,No,0,Graduate,No,3158,3053.0,89.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3158, CoapplicantIncome is 3053.0, LoanAmount is 89.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3158
 - CoapplicantIncome : 3053.0
 - LoanAmount : 89.0
 - 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 3158. The CoapplicantIncome is 3053.0. The LoanAmount is 89.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3158</td>
      <td>3053.0</td>
      <td>89.0</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 & 3158 & 3053.000000 & 89.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3158, 'CoapplicantIncome': 3053.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 89.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 89.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3158 dollars and his co-applicant earns 3053.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
326,Male,LP002833,Male,Yes,0,Not Graduate,No,4467,0.0,120.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4467, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4467
 - CoapplicantIncome : 0.0
 - LoanAmount : 120.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4467. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>4467</td>
      <td>0.0</td>
      <td>120.0</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 & Yes & 0 & Not Graduate & No & 4467 & 0.000000 & 120.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 4467, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 4467 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
327,Male,LP001131,Male,Yes,0,Graduate,No,3941,2336.0,134.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3941, CoapplicantIncome is 2336.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3941
 - CoapplicantIncome : 2336.0
 - LoanAmount : 134.0
 - 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 3941. The CoapplicantIncome is 2336.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3941</td>
      <td>2336.0</td>
      <td>134.0</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 & 3941 & 2336.000000 & 134.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3941, 'CoapplicantIncome': 2336.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 134.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3941 dollars and his co-applicant earns 2336.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
328,Male,LP001370,Male,No,0,Not Graduate,,7333,0.0,120.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 7333, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : None
 - ApplicantIncome : 7333
 - CoapplicantIncome : 0.0
 - 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 Not Graduate. The Self_Employed is None. The ApplicantIncome is 7333. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>None</td>
      <td>7333</td>
      <td>0.0</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 & Not Graduate & None & 7333 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 7333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is not a graduate and has unknown self employment status. He earns 7333 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
329,Male,LP002683,Male,No,0,Graduate,No,4683,1915.0,185.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4683, CoapplicantIncome is 1915.0, LoanAmount is 185.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4683
 - CoapplicantIncome : 1915.0
 - LoanAmount : 185.0
 - 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 4683. The CoapplicantIncome is 1915.0. The LoanAmount is 185.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4683</td>
      <td>1915.0</td>
      <td>185.0</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 & 4683 & 1915.000000 & 185.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4683, 'CoapplicantIncome': 1915.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 185.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 185.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4683 dollars and his co-applicant earns 1915.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
330,Male,LP002541,Male,Yes,0,Graduate,No,10833,0.0,234.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 10833, CoapplicantIncome is 0.0, LoanAmount is 234.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 10833
 - CoapplicantIncome : 0.0
 - LoanAmount : 234.0
 - 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 10833. The CoapplicantIncome is 0.0. The LoanAmount is 234.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>10833</td>
      <td>0.0</td>
      <td>234.0</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 & 10833 & 0.000000 & 234.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 10833, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 234.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 234.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 10833 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
331,Male,LP001482,Male,Yes,0,Graduate,Yes,3459,0.0,25.0,120.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 3459, CoapplicantIncome is 0.0, LoanAmount is 25.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 3459
 - CoapplicantIncome : 0.0
 - LoanAmount : 25.0
 - Loan_Amount_Term : 120.0
 - 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 3459. The CoapplicantIncome is 0.0. The LoanAmount is 25.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3459</td>
      <td>0.0</td>
      <td>25.0</td>
      <td>120.0</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 & 3459 & 0.000000 & 25.000000 & 120.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3459, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 25.0, 'Loan_Amount_Term': 120.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 25.0 dollars for 10.0 months. He has a credit history. He is a graduate and is self employed. He earns 3459 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
332,Male,LP002408,Male,No,0,Graduate,No,3660,5064.0,187.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3660, CoapplicantIncome is 5064.0, LoanAmount is 187.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3660
 - CoapplicantIncome : 5064.0
 - LoanAmount : 187.0
 - 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 3660. The CoapplicantIncome is 5064.0. The LoanAmount is 187.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3660</td>
      <td>5064.0</td>
      <td>187.0</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 & 3660 & 5064.000000 & 187.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3660, 'CoapplicantIncome': 5064.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 187.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 187.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3660 dollars and his co-applicant earns 5064.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
333,Male,LP002640,Male,Yes,1,Graduate,No,6065,2004.0,250.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6065, CoapplicantIncome is 2004.0, LoanAmount is 250.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6065
 - CoapplicantIncome : 2004.0
 - LoanAmount : 250.0
 - 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 6065. The CoapplicantIncome is 2004.0. The LoanAmount is 250.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>6065</td>
      <td>2004.0</td>
      <td>250.0</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 & 6065 & 2004.000000 & 250.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6065, 'CoapplicantIncome': 2004.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 250.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 250.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6065 dollars and his co-applicant earns 2004.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
334,Male,LP001136,Male,Yes,0,Not Graduate,Yes,4695,0.0,96.0,,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4695, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is None, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 4695
 - CoapplicantIncome : 0.0
 - LoanAmount : 96.0
 - Loan_Amount_Term : None
 - 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 Yes. The ApplicantIncome is 4695. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is None. The Credit_History is 1.0. The Property_Area is Urban,"<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>4695</td>
      <td>0.0</td>
      <td>96.0</td>
      <td>None</td>
      <td>1.0</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 & Male & Yes & 0 & Not Graduate & Yes & 4695 & 0.000000 & 96.000000 & None & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4695, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': None, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 96.0 dollars for unknown months. He has a credit history. He is not a graduate and is self employed. He earns 4695 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
335,Male,LP001580,Male,Yes,2,Graduate,No,8000,0.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8000, CoapplicantIncome is 0.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8000
 - 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 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 8000. The CoapplicantIncome is 0.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>8000</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 & 2 & Graduate & No & 8000 & 0.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 8000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 200.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8000 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
336,Male,LP001225,Male,Yes,0,Graduate,No,5726,4595.0,258.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5726, CoapplicantIncome is 4595.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5726
 - CoapplicantIncome : 4595.0
 - LoanAmount : 258.0
 - 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 5726. The CoapplicantIncome is 4595.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5726</td>
      <td>4595.0</td>
      <td>258.0</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 & 5726 & 4595.000000 & 258.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5726, 'CoapplicantIncome': 4595.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 258.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 258.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5726 dollars and his co-applicant earns 4595.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
337,Female,LP001917,Female,No,0,Graduate,No,1811,1666.0,54.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1811, CoapplicantIncome is 1666.0, LoanAmount is 54.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1811
 - CoapplicantIncome : 1666.0
 - LoanAmount : 54.0
 - 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 1811. The CoapplicantIncome is 1666.0. The LoanAmount is 54.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1811</td>
      <td>1666.0</td>
      <td>54.0</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 & 1811 & 1666.000000 & 54.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1811, 'CoapplicantIncome': 1666.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 54.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 54.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 1811 dollars and her co-applicant earns 1666.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
338,Male,LP001279,Male,No,0,Graduate,No,2366,2531.0,136.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2366, CoapplicantIncome is 2531.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2366
 - CoapplicantIncome : 2531.0
 - LoanAmount : 136.0
 - 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 2366. The CoapplicantIncome is 2531.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2366</td>
      <td>2531.0</td>
      <td>136.0</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 & 2366 & 2531.000000 & 136.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2366, 'CoapplicantIncome': 2531.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 136.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2366 dollars and his co-applicant earns 2531.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
339,Male,LP001806,Male,No,0,Graduate,No,2965,5701.0,155.0,60.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2965, CoapplicantIncome is 5701.0, LoanAmount is 155.0, Loan_Amount_Term is 60.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2965
 - CoapplicantIncome : 5701.0
 - LoanAmount : 155.0
 - Loan_Amount_Term : 60.0
 - 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 2965. The CoapplicantIncome is 5701.0. The LoanAmount is 155.0. The Loan_Amount_Term is 60.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2965</td>
      <td>5701.0</td>
      <td>155.0</td>
      <td>60.0</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 & 2965 & 5701.000000 & 155.000000 & 60.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2965, 'CoapplicantIncome': 5701.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 60.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 155.0 dollars for 5.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2965 dollars and his co-applicant earns 5701.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
340,Male,LP001641,Male,Yes,1,Graduate,Yes,2178,0.0,66.0,300.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2178, CoapplicantIncome is 0.0, LoanAmount is 66.0, Loan_Amount_Term is 300.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2178
 - CoapplicantIncome : 0.0
 - LoanAmount : 66.0
 - Loan_Amount_Term : 300.0
 - 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 Yes. The ApplicantIncome is 2178. The CoapplicantIncome is 0.0. The LoanAmount is 66.0. The Loan_Amount_Term is 300.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>2178</td>
      <td>0.0</td>
      <td>66.0</td>
      <td>300.0</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 & Yes & 2178 & 0.000000 & 66.000000 & 300.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2178, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 66.0 dollars for 25.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 2178 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
341,Male,LP002068,Male,No,0,Graduate,No,4917,0.0,130.0,360.0,0.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4917, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4917
 - CoapplicantIncome : 0.0
 - LoanAmount : 130.0
 - 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 4917. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>4917</td>
      <td>0.0</td>
      <td>130.0</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 & 4917 & 0.000000 & 130.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4917, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 130.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4917 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
342,Male,LP001552,Male,Yes,0,Graduate,No,4583,5625.0,255.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 5625.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4583
 - CoapplicantIncome : 5625.0
 - LoanAmount : 255.0
 - 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 4583. The CoapplicantIncome is 5625.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4583</td>
      <td>5625.0</td>
      <td>255.0</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 & 4583 & 5625.000000 & 255.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4583, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 255.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4583 dollars and his co-applicant earns 5625.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
343,Male,LP001028,Male,Yes,2,Graduate,No,3073,8106.0,200.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3073, CoapplicantIncome is 8106.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3073
 - CoapplicantIncome : 8106.0
 - LoanAmount : 200.0
 - 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 3073. The CoapplicantIncome is 8106.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3073</td>
      <td>8106.0</td>
      <td>200.0</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 & 3073 & 8106.000000 & 200.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3073, 'CoapplicantIncome': 8106.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 200.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3073 dollars and his co-applicant earns 8106.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
344,Male,LP001106,Male,Yes,0,Graduate,No,2275,2067.0,,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2275, CoapplicantIncome is 2067.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2275
 - CoapplicantIncome : 2067.0
 - 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 2275. The CoapplicantIncome is 2067.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2275</td>
      <td>2067.0</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 & 2275 & 2067.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2275, 'CoapplicantIncome': 2067.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2275 dollars and his co-applicant earns 2067.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
345,Male,LP001086,Male,No,0,Not Graduate,No,1442,0.0,35.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1442, CoapplicantIncome is 0.0, LoanAmount is 35.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 1442
 - CoapplicantIncome : 0.0
 - LoanAmount : 35.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 1442. The CoapplicantIncome is 0.0. The LoanAmount is 35.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1442</td>
      <td>0.0</td>
      <td>35.0</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 & Not Graduate & No & 1442 & 0.000000 & 35.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1442, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 35.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 35.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 1442 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
346,Male,LP001581,Male,Yes,0,Not Graduate,,1820,1769.0,95.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is None, ApplicantIncome is 1820, CoapplicantIncome is 1769.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : None
 - ApplicantIncome : 1820
 - CoapplicantIncome : 1769.0
 - LoanAmount : 95.0
 - 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 Not Graduate. The Self_Employed is None. The ApplicantIncome is 1820. The CoapplicantIncome is 1769.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>None</td>
      <td>1820</td>
      <td>1769.0</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 & Male & Yes & 0 & Not Graduate & None & 1820 & 1769.000000 & 95.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 1820, 'CoapplicantIncome': 1769.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': None}",A married male individual is applying for a loan of 95.0 dollars for 30.0 months. He has a credit history. He is not a graduate and has unknown self employment status. He earns 1820 dollars and his co-applicant earns 1769.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
347,Male,LP001504,Male,No,0,Graduate,Yes,6950,0.0,175.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6950, CoapplicantIncome is 0.0, LoanAmount is 175.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 6950
 - CoapplicantIncome : 0.0
 - LoanAmount : 175.0
 - Loan_Amount_Term : 180.0
 - 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 Yes. The ApplicantIncome is 6950. The CoapplicantIncome is 0.0. The LoanAmount is 175.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>6950</td>
      <td>0.0</td>
      <td>175.0</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 & No & 0 & Graduate & Yes & 6950 & 0.000000 & 175.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6950, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 175.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 175.0 dollars for 15.0 months. He has a credit history. He is a graduate and is self employed. He earns 6950 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
348,Male,LP001786,Male,Yes,0,Graduate,,5746,0.0,255.0,360.0,,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 255.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 5746
 - CoapplicantIncome : 0.0
 - LoanAmount : 255.0
 - 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 None. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 255.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>5746</td>
      <td>0.0</td>
      <td>255.0</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 & None & 5746 & 0.000000 & 255.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 5746, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 255.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 255.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and has unknown self employment status. He earns 5746 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
349,Male,LP002533,Male,Yes,2,Graduate,No,2947,1603.0,,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1603.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2947
 - CoapplicantIncome : 1603.0
 - 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 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1603.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2947</td>
      <td>1603.0</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 & 2 & Graduate & No & 2947 & 1603.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2947, 'CoapplicantIncome': 1603.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2947 dollars and his co-applicant earns 1603.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
350,Male,LP002643,Male,Yes,2,Graduate,No,3283,2035.0,148.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3283, CoapplicantIncome is 2035.0, LoanAmount is 148.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3283
 - CoapplicantIncome : 2035.0
 - LoanAmount : 148.0
 - 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 3283. The CoapplicantIncome is 2035.0. The LoanAmount is 148.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3283</td>
      <td>2035.0</td>
      <td>148.0</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 & 3283 & 2035.000000 & 148.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3283, 'CoapplicantIncome': 2035.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 148.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 148.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3283 dollars and his co-applicant earns 2035.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
351,Male,LP001743,Male,Yes,2,Graduate,No,4009,1717.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4009, CoapplicantIncome is 1717.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4009
 - CoapplicantIncome : 1717.0
 - LoanAmount : 116.0
 - 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 4009. The CoapplicantIncome is 1717.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4009</td>
      <td>1717.0</td>
      <td>116.0</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 & 4009 & 1717.000000 & 116.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4009, 'CoapplicantIncome': 1717.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 116.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4009 dollars and his co-applicant earns 1717.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
352,Female,LP002794,Female,No,0,Graduate,No,2667,1625.0,84.0,360.0,,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2667, CoapplicantIncome is 1625.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2667
 - CoapplicantIncome : 1625.0
 - LoanAmount : 84.0
 - 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 No. The ApplicantIncome is 2667. The CoapplicantIncome is 1625.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>2667</td>
      <td>1625.0</td>
      <td>84.0</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 & No & 2667 & 1625.000000 & 84.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 2667, 'CoapplicantIncome': 1625.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 84.0 dollars for 30.0 months. She has unknown credit history. She is a graduate and is not self employed. She earns 2667 dollars and her co-applicant earns 1625.0 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
353,Male,LP001326,Male,No,0,Graduate,,6782,0.0,,360.0,,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is None, ApplicantIncome is 6782, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 6782
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 6782. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>6782</td>
      <td>0.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>None</td>
      <td>Urban</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{llllllrrlrll}
 & Gender & Married & Dependents & Education & Self_Employed & ApplicantIncome & CoapplicantIncome & LoanAmount & Loan_Amount_Term & Credit_History & Property_Area \\
0 & Male & No & 0 & Graduate & None & 6782 & 0.000000 & None & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 6782, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of None dollars for 30.0 months. He has unknown credit history. He is a graduate and has unknown self employment status. He earns 6782 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
354,Female,LP001157,Female,No,0,Graduate,No,3086,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3086, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3086
 - CoapplicantIncome : 0.0
 - 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 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3086. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3086</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 & Female & No & 0 & Graduate & No & 3086 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3086, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 120.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3086 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
355,Male,LP001798,Male,Yes,2,Graduate,No,5819,5000.0,120.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5819, CoapplicantIncome is 5000.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5819
 - CoapplicantIncome : 5000.0
 - 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 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5819. The CoapplicantIncome is 5000.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>5819</td>
      <td>5000.0</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 & 2 & Graduate & No & 5819 & 5000.000000 & 120.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5819, 'CoapplicantIncome': 5000.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5819 dollars and his co-applicant earns 5000.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
356,Male,LP002723,Male,No,2,Graduate,No,3588,0.0,110.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3588, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3588
 - CoapplicantIncome : 0.0
 - LoanAmount : 110.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3588. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>3588</td>
      <td>0.0</td>
      <td>110.0</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 & 2 & Graduate & No & 3588 & 0.000000 & 110.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3588, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 110.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3588 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
357,Male,LP002140,Male,No,0,Graduate,No,8750,4167.0,308.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8750, CoapplicantIncome is 4167.0, LoanAmount is 308.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8750
 - CoapplicantIncome : 4167.0
 - LoanAmount : 308.0
 - 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 8750. The CoapplicantIncome is 4167.0. The LoanAmount is 308.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>8750</td>
      <td>4167.0</td>
      <td>308.0</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 & 8750 & 4167.000000 & 308.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 8750, 'CoapplicantIncome': 4167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 308.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 308.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8750 dollars and his co-applicant earns 4167.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
358,Male,LP002714,Male,No,1,Not Graduate,No,2679,1302.0,94.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2679, CoapplicantIncome is 1302.0, LoanAmount is 94.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2679
 - CoapplicantIncome : 1302.0
 - LoanAmount : 94.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2679. The CoapplicantIncome is 1302.0. The LoanAmount is 94.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>No</td>
      <td>2679</td>
      <td>1302.0</td>
      <td>94.0</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 & 1 & Not Graduate & No & 2679 & 1302.000000 & 94.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2679, 'CoapplicantIncome': 1302.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 94.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 94.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2679 dollars and his co-applicant earns 1302.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
359,Male,LP001616,Male,Yes,1,Graduate,No,3750,0.0,116.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3750, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3750
 - CoapplicantIncome : 0.0
 - LoanAmount : 116.0
 - 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 3750. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3750</td>
      <td>0.0</td>
      <td>116.0</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 & 3750 & 0.000000 & 116.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3750, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 116.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3750 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
360,,LP002478,,Yes,0,Graduate,Yes,2083,4083.0,160.0,360.0,,Semiurban,Y,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2083, CoapplicantIncome is 4083.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Semiurban","- Gender : None
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2083
 - CoapplicantIncome : 4083.0
 - LoanAmount : 160.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Semiurban",The Gender is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 2083. The CoapplicantIncome is 4083.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Semiurban,"<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>2083</td>
      <td>4083.0</td>
      <td>160.0</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 & None & Yes & 0 & Graduate & Yes & 2083 & 4083.000000 & 160.000000 & 360.000000 & None & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2083, 'CoapplicantIncome': 4083.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married unknown gender individual is applying for a loan of 160.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is self employed. He earns 2083 dollars and his co-applicant earns 4083.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
361,Male,LP002739,Male,Yes,0,Not Graduate,No,2917,536.0,66.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2917, CoapplicantIncome is 536.0, LoanAmount is 66.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2917
 - CoapplicantIncome : 536.0
 - LoanAmount : 66.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 2917. The CoapplicantIncome is 536.0. The LoanAmount is 66.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2917</td>
      <td>536.0</td>
      <td>66.0</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 & Not Graduate & No & 2917 & 536.000000 & 66.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2917, 'CoapplicantIncome': 536.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 66.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 66.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2917 dollars and his co-applicant earns 536.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
362,Male,LP001120,Male,No,0,Graduate,No,1800,1213.0,47.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1800, CoapplicantIncome is 1213.0, LoanAmount is 47.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1800
 - CoapplicantIncome : 1213.0
 - LoanAmount : 47.0
 - 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 1800. The CoapplicantIncome is 1213.0. The LoanAmount is 47.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1800</td>
      <td>1213.0</td>
      <td>47.0</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 & 1800 & 1213.000000 & 47.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1800, 'CoapplicantIncome': 1213.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 47.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 47.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1800 dollars and his co-applicant earns 1213.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
363,Male,LP002837,Male,Yes,3+,Graduate,No,3400,2500.0,123.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3400, CoapplicantIncome is 2500.0, LoanAmount is 123.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3400
 - CoapplicantIncome : 2500.0
 - LoanAmount : 123.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 3400. The CoapplicantIncome is 2500.0. The LoanAmount is 123.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>3400</td>
      <td>2500.0</td>
      <td>123.0</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 & 3+ & Graduate & No & 3400 & 2500.000000 & 123.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3400, 'CoapplicantIncome': 2500.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 123.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 123.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3400 dollars and his co-applicant earns 2500.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
364,Female,LP002731,Female,No,0,Not Graduate,Yes,18165,0.0,125.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 18165, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 18165
 - CoapplicantIncome : 0.0
 - LoanAmount : 125.0
 - 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 Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 18165. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Yes</td>
      <td>18165</td>
      <td>0.0</td>
      <td>125.0</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 & Not Graduate & Yes & 18165 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 18165, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 125.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is self employed. She earns 18165 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
365,Female,LP001693,Female,No,0,Graduate,No,3244,0.0,80.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3244, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3244
 - CoapplicantIncome : 0.0
 - LoanAmount : 80.0
 - 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 3244. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3244</td>
      <td>0.0</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 & Female & No & 0 & Graduate & No & 3244 & 0.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3244, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 80.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3244 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
366,Male,LP002263,Male,Yes,0,Graduate,No,2583,2115.0,120.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2583, CoapplicantIncome is 2115.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2583
 - CoapplicantIncome : 2115.0
 - LoanAmount : 120.0
 - 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 2583. The CoapplicantIncome is 2115.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>2583</td>
      <td>2115.0</td>
      <td>120.0</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 & 2583 & 2115.000000 & 120.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 2583, 'CoapplicantIncome': 2115.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 120.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2583 dollars and his co-applicant earns 2115.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
367,Male,LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 2301, CoapplicantIncome is 985.7999878, LoanAmount is 78.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2301
 - CoapplicantIncome : 985.7999878
 - LoanAmount : 78.0
 - Loan_Amount_Term : 180.0
 - 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 2301. The CoapplicantIncome is 985.7999878. The LoanAmount is 78.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2301</td>
      <td>985.799988</td>
      <td>78.0</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 & 2 & Graduate & No & 2301 & 985.799988 & 78.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2301, 'CoapplicantIncome': 985.7999878, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 78.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 78.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2301 dollars and his co-applicant earns 985.7999878 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
368,Male,LP002158,Male,Yes,0,Not Graduate,No,3000,1666.0,100.0,480.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3000, CoapplicantIncome is 1666.0, LoanAmount is 100.0, Loan_Amount_Term is 480.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3000
 - CoapplicantIncome : 1666.0
 - LoanAmount : 100.0
 - Loan_Amount_Term : 480.0
 - 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 3000. The CoapplicantIncome is 1666.0. The LoanAmount is 100.0. The Loan_Amount_Term is 480.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>3000</td>
      <td>1666.0</td>
      <td>100.0</td>
      <td>480.0</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 & 3000 & 1666.000000 & 100.000000 & 480.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3000, 'CoapplicantIncome': 1666.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 480.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 40.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3000 dollars and his co-applicant earns 1666.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
369,Male,LP002281,Male,Yes,0,Graduate,No,3033,1459.0,95.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3033, CoapplicantIncome is 1459.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3033
 - CoapplicantIncome : 1459.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 3033. The CoapplicantIncome is 1459.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3033</td>
      <td>1459.0</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 & Graduate & No & 3033 & 1459.000000 & 95.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3033, 'CoapplicantIncome': 1459.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 95.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3033 dollars and his co-applicant earns 1459.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
370,Male,LP001844,Male,No,0,Graduate,Yes,16250,0.0,192.0,360.0,0.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16250, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 16250
 - CoapplicantIncome : 0.0
 - LoanAmount : 192.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 16250. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>Yes</td>
      <td>16250</td>
      <td>0.0</td>
      <td>192.0</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 & No & 0 & Graduate & Yes & 16250 & 0.000000 & 192.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 16250, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 192.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 192.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 16250 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
371,Male,LP001726,Male,Yes,0,Graduate,No,3727,1775.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3727, CoapplicantIncome is 1775.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3727
 - CoapplicantIncome : 1775.0
 - 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 3727. The CoapplicantIncome is 1775.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3727</td>
      <td>1775.0</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 & 3727 & 1775.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3727, 'CoapplicantIncome': 1775.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 131.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3727 dollars and his co-applicant earns 1775.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
372,Male,LP001008,Male,No,0,Graduate,No,6000,0.0,141.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 141.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6000
 - CoapplicantIncome : 0.0
 - LoanAmount : 141.0
 - 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 6000. The CoapplicantIncome is 0.0. The LoanAmount is 141.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>6000</td>
      <td>0.0</td>
      <td>141.0</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 & 6000 & 0.000000 & 141.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 141.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 141.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6000 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
373,Male,LP001849,Male,No,0,Not Graduate,No,6045,0.0,115.0,360.0,0.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 6045, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 6045
 - CoapplicantIncome : 0.0
 - LoanAmount : 115.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 6045. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>6045</td>
      <td>0.0</td>
      <td>115.0</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 & Not Graduate & No & 6045 & 0.000000 & 115.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6045, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 115.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 6045 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
374,,LP002872,,Yes,0,Graduate,No,3087,2210.0,136.0,360.0,0.0,Semiurban,N,"Gender is None, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3087, CoapplicantIncome is 2210.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : None
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3087
 - CoapplicantIncome : 2210.0
 - LoanAmount : 136.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Semiurban",The Gender is None. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3087. The CoapplicantIncome is 2210.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>No</td>
      <td>3087</td>
      <td>2210.0</td>
      <td>136.0</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 & None & Yes & 0 & Graduate & No & 3087 & 2210.000000 & 136.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3087, 'CoapplicantIncome': 2210.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 136.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3087 dollars and his co-applicant earns 2210.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
375,Male,LP002767,Male,Yes,0,Graduate,No,2768,1950.0,155.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2768, CoapplicantIncome is 1950.0, LoanAmount is 155.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2768
 - CoapplicantIncome : 1950.0
 - 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 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2768. The CoapplicantIncome is 1950.0. The LoanAmount is 155.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2768</td>
      <td>1950.0</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 & 0 & Graduate & No & 2768 & 1950.000000 & 155.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2768, 'CoapplicantIncome': 1950.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 155.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 155.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2768 dollars and his co-applicant earns 1950.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
376,Female,LP002377,Female,No,1,Graduate,Yes,8624,0.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 8624, CoapplicantIncome is 0.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 8624
 - CoapplicantIncome : 0.0
 - LoanAmount : 150.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 8624. The CoapplicantIncome is 0.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>8624</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 & Female & No & 1 & Graduate & Yes & 8624 & 0.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 8624, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried female individual is applying for a loan of 150.0 dollars for 30.0 months. She has a credit history. She is a graduate and is self employed. She earns 8624 dollars. She has 1 person that she is liable to provide maintenance for. She lives in semiurban area.
377,Male,LP001345,Male,Yes,2,Not Graduate,No,4288,3263.0,133.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4288, CoapplicantIncome is 3263.0, LoanAmount is 133.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4288
 - CoapplicantIncome : 3263.0
 - LoanAmount : 133.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4288. The CoapplicantIncome is 3263.0. The LoanAmount is 133.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4288</td>
      <td>3263.0</td>
      <td>133.0</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 & 2 & Not Graduate & No & 4288 & 3263.000000 & 133.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4288, 'CoapplicantIncome': 3263.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 133.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4288 dollars and his co-applicant earns 3263.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
378,Male,LP001754,Male,Yes,,Not Graduate,Yes,4735,0.0,138.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is None, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 4735, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : None
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 4735
 - CoapplicantIncome : 0.0
 - LoanAmount : 138.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 4735. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Yes</td>
      <td>4735</td>
      <td>0.0</td>
      <td>138.0</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 & None & Not Graduate & Yes & 4735 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4735, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 138.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 4735 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
379,Male,LP002443,Male,Yes,2,Graduate,No,3340,1710.0,150.0,360.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3340, CoapplicantIncome is 1710.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3340
 - CoapplicantIncome : 1710.0
 - LoanAmount : 150.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 3340. The CoapplicantIncome is 1710.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>3340</td>
      <td>1710.0</td>
      <td>150.0</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 & Graduate & No & 3340 & 1710.000000 & 150.000000 & 360.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3340, 'CoapplicantIncome': 1710.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 3340 dollars and his co-applicant earns 1710.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
380,Female,LP002804,Female,Yes,0,Graduate,No,4180,2306.0,182.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4180, CoapplicantIncome is 2306.0, LoanAmount is 182.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4180
 - CoapplicantIncome : 2306.0
 - LoanAmount : 182.0
 - 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 4180. The CoapplicantIncome is 2306.0. The LoanAmount is 182.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4180</td>
      <td>2306.0</td>
      <td>182.0</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 & 4180 & 2306.000000 & 182.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4180, 'CoapplicantIncome': 2306.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 182.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 182.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4180 dollars and her co-applicant earns 2306.0 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
381,Male,LP002912,Male,Yes,1,Graduate,No,4283,3000.0,172.0,84.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4283, CoapplicantIncome is 3000.0, LoanAmount is 172.0, Loan_Amount_Term is 84.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4283
 - CoapplicantIncome : 3000.0
 - LoanAmount : 172.0
 - Loan_Amount_Term : 84.0
 - 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 4283. The CoapplicantIncome is 3000.0. The LoanAmount is 172.0. The Loan_Amount_Term is 84.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4283</td>
      <td>3000.0</td>
      <td>172.0</td>
      <td>84.0</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 & 4283 & 3000.000000 & 172.000000 & 84.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4283, 'CoapplicantIncome': 3000.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 172.0, 'Loan_Amount_Term': 84.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 172.0 dollars for 7.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4283 dollars and his co-applicant earns 3000.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
382,Male,LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0.0,130.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 5703, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5703
 - CoapplicantIncome : 0.0
 - LoanAmount : 130.0
 - 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 Yes. The ApplicantIncome is 5703. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Yes</td>
      <td>5703</td>
      <td>0.0</td>
      <td>130.0</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 & Yes & 5703 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5703, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 5703 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
383,Male,LP002160,Male,Yes,3+,Graduate,No,5167,3167.0,200.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 5167, CoapplicantIncome is 3167.0, LoanAmount is 200.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5167
 - CoapplicantIncome : 3167.0
 - 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 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5167. The CoapplicantIncome is 3167.0. The LoanAmount is 200.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5167</td>
      <td>3167.0</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 & 3+ & Graduate & No & 5167 & 3167.000000 & 200.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5167, 'CoapplicantIncome': 3167.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 200.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 200.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5167 dollars and his co-applicant earns 3167.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
384,,LP001585,,Yes,3+,Graduate,No,51763,0.0,700.0,300.0,1.0,Urban,Y,"Gender is None, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 51763, CoapplicantIncome is 0.0, LoanAmount is 700.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Urban","- Gender : None
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 51763
 - CoapplicantIncome : 0.0
 - LoanAmount : 700.0
 - Loan_Amount_Term : 300.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is None. The Married is Yes. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 51763. The CoapplicantIncome is 0.0. The LoanAmount is 700.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>51763</td>
      <td>0.0</td>
      <td>700.0</td>
      <td>300.0</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 & None & Yes & 3+ & Graduate & No & 51763 & 0.000000 & 700.000000 & 300.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 51763, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': None, 'LoanAmount': 700.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married unknown gender individual is applying for a loan of 700.0 dollars for 25.0 months. He has a credit history. He is a graduate and is not self employed. He earns 51763 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
385,Male,LP001334,Male,Yes,0,Not Graduate,No,4188,0.0,115.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4188, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4188
 - CoapplicantIncome : 0.0
 - LoanAmount : 115.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 4188. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4188</td>
      <td>0.0</td>
      <td>115.0</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 & Not Graduate & No & 4188 & 0.000000 & 115.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4188, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 115.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4188 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
386,Male,LP001940,Male,Yes,2,Graduate,No,3153,1560.0,134.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3153, CoapplicantIncome is 1560.0, LoanAmount is 134.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3153
 - CoapplicantIncome : 1560.0
 - LoanAmount : 134.0
 - 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 3153. The CoapplicantIncome is 1560.0. The LoanAmount is 134.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3153</td>
      <td>1560.0</td>
      <td>134.0</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 & 3153 & 1560.000000 & 134.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3153, 'CoapplicantIncome': 1560.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 134.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 134.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3153 dollars and his co-applicant earns 1560.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
387,Male,LP001720,Male,Yes,3+,Not Graduate,No,3850,983.0,100.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3850, CoapplicantIncome is 983.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3850
 - CoapplicantIncome : 983.0
 - LoanAmount : 100.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 3850. The CoapplicantIncome is 983.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3850</td>
      <td>983.0</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 & Male & Yes & 3+ & Not Graduate & No & 3850 & 983.000000 & 100.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3850, 'CoapplicantIncome': 983.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3850 dollars and his co-applicant earns 983.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
388,Male,LP001206,Male,Yes,3+,Graduate,No,3029,0.0,99.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 3029, CoapplicantIncome is 0.0, LoanAmount is 99.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3029
 - CoapplicantIncome : 0.0
 - LoanAmount : 99.0
 - 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 3029. The CoapplicantIncome is 0.0. The LoanAmount is 99.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3029</td>
      <td>0.0</td>
      <td>99.0</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 & 3029 & 0.000000 & 99.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3029, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 99.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 99.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3029 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
389,Male,LP002308,Male,Yes,0,Not Graduate,No,2167,2400.0,115.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2167, CoapplicantIncome is 2400.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2167
 - CoapplicantIncome : 2400.0
 - LoanAmount : 115.0
 - 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 2167. The CoapplicantIncome is 2400.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2167</td>
      <td>2400.0</td>
      <td>115.0</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 & 2167 & 2400.000000 & 115.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2167, 'CoapplicantIncome': 2400.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 115.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2167 dollars and his co-applicant earns 2400.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
390,Male,LP002615,Male,Yes,2,Graduate,No,4865,5624.0,208.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4865, CoapplicantIncome is 5624.0, LoanAmount is 208.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4865
 - CoapplicantIncome : 5624.0
 - LoanAmount : 208.0
 - 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 4865. The CoapplicantIncome is 5624.0. The LoanAmount is 208.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4865</td>
      <td>5624.0</td>
      <td>208.0</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 & 4865 & 5624.000000 & 208.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4865, 'CoapplicantIncome': 5624.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 208.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 208.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4865 dollars and his co-applicant earns 5624.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
391,Male,LP001144,Male,Yes,0,Graduate,No,5821,0.0,144.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5821, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5821
 - CoapplicantIncome : 0.0
 - LoanAmount : 144.0
 - 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 5821. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>5821</td>
      <td>0.0</td>
      <td>144.0</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 & 5821 & 0.000000 & 144.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5821, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 144.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5821 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
392,Male,LP001097,Male,No,1,Graduate,Yes,4692,0.0,106.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 4692, CoapplicantIncome is 0.0, LoanAmount is 106.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 4692
 - CoapplicantIncome : 0.0
 - LoanAmount : 106.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 4692. The CoapplicantIncome is 0.0. The LoanAmount is 106.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Graduate</td>
      <td>Yes</td>
      <td>4692</td>
      <td>0.0</td>
      <td>106.0</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 & 1 & Graduate & Yes & 4692 & 0.000000 & 106.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4692, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 106.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 106.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 4692 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
393,Male,LP001674,Male,Yes,1,Not Graduate,No,2600,2500.0,90.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2600, CoapplicantIncome is 2500.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2600
 - CoapplicantIncome : 2500.0
 - LoanAmount : 90.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 2600. The CoapplicantIncome is 2500.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2600</td>
      <td>2500.0</td>
      <td>90.0</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 & Not Graduate & No & 2600 & 2500.000000 & 90.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2600, 'CoapplicantIncome': 2500.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 90.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2600 dollars and his co-applicant earns 2500.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
394,Male,LP001487,Male,No,0,Graduate,No,4895,0.0,102.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4895, CoapplicantIncome is 0.0, LoanAmount is 102.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4895
 - CoapplicantIncome : 0.0
 - LoanAmount : 102.0
 - 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 4895. The CoapplicantIncome is 0.0. The LoanAmount is 102.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4895</td>
      <td>0.0</td>
      <td>102.0</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 & 4895 & 0.000000 & 102.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4895, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 102.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 102.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4895 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
395,Male,LP001073,Male,Yes,2,Not Graduate,No,4226,1040.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4226, CoapplicantIncome is 1040.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4226
 - CoapplicantIncome : 1040.0
 - 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 2. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4226. The CoapplicantIncome is 1040.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>4226</td>
      <td>1040.0</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 & 2 & Not Graduate & No & 4226 & 1040.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4226, 'CoapplicantIncome': 1040.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 4226 dollars and his co-applicant earns 1040.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
396,Male,LP002734,Male,Yes,0,Graduate,No,6133,3906.0,324.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 6133, CoapplicantIncome is 3906.0, LoanAmount is 324.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6133
 - CoapplicantIncome : 3906.0
 - LoanAmount : 324.0
 - 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 6133. The CoapplicantIncome is 3906.0. The LoanAmount is 324.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>6133</td>
      <td>3906.0</td>
      <td>324.0</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 & 6133 & 3906.000000 & 324.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 6133, 'CoapplicantIncome': 3906.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 324.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 324.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6133 dollars and his co-applicant earns 3906.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
397,Male,LP001765,Male,Yes,1,Graduate,No,2491,2054.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2491, CoapplicantIncome is 2054.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2491
 - CoapplicantIncome : 2054.0
 - LoanAmount : 104.0
 - 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 2491. The CoapplicantIncome is 2054.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2491</td>
      <td>2054.0</td>
      <td>104.0</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 & 2491 & 2054.000000 & 104.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2491, 'CoapplicantIncome': 2054.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 104.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2491 dollars and his co-applicant earns 2054.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
398,Male,LP002556,Male,No,0,Graduate,No,2435,0.0,75.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2435, CoapplicantIncome is 0.0, LoanAmount is 75.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2435
 - CoapplicantIncome : 0.0
 - LoanAmount : 75.0
 - 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 2435. The CoapplicantIncome is 0.0. The LoanAmount is 75.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2435</td>
      <td>0.0</td>
      <td>75.0</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 & 2435 & 0.000000 & 75.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2435, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 75.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 75.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2435 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
399,Male,LP002224,Male,No,0,Graduate,No,3069,0.0,71.0,480.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3069, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3069
 - CoapplicantIncome : 0.0
 - LoanAmount : 71.0
 - Loan_Amount_Term : 480.0
 - 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 3069. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3069</td>
      <td>0.0</td>
      <td>71.0</td>
      <td>480.0</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 & 3069 & 0.000000 & 71.000000 & 480.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3069, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 71.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 71.0 dollars for 40.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3069 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
400,Female,LP001931,Female,No,0,Graduate,No,4124,0.0,115.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4124, CoapplicantIncome is 0.0, LoanAmount is 115.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4124
 - CoapplicantIncome : 0.0
 - LoanAmount : 115.0
 - 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 4124. The CoapplicantIncome is 0.0. The LoanAmount is 115.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4124</td>
      <td>0.0</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 & Female & No & 0 & Graduate & No & 4124 & 0.000000 & 115.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4124, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 115.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 115.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4124 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
401,Male,LP002345,Male,Yes,0,Graduate,No,1025,2773.0,112.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1025, CoapplicantIncome is 2773.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1025
 - CoapplicantIncome : 2773.0
 - LoanAmount : 112.0
 - 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 1025. The CoapplicantIncome is 2773.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>1025</td>
      <td>2773.0</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 & Male & Yes & 0 & Graduate & No & 1025 & 2773.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 1025, 'CoapplicantIncome': 2773.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 112.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1025 dollars and his co-applicant earns 2773.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
402,Male,LP002262,Male,Yes,3+,Graduate,No,9504,0.0,275.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 9504, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 9504
 - CoapplicantIncome : 0.0
 - LoanAmount : 275.0
 - 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 Graduate. The Self_Employed is No. The ApplicantIncome is 9504. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>9504</td>
      <td>0.0</td>
      <td>275.0</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+ & Graduate & No & 9504 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 9504, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 275.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9504 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
403,Male,LP002600,Male,Yes,1,Graduate,Yes,2895,0.0,95.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2895, CoapplicantIncome is 0.0, LoanAmount is 95.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2895
 - CoapplicantIncome : 0.0
 - LoanAmount : 95.0
 - 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 2895. The CoapplicantIncome is 0.0. The LoanAmount is 95.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2895</td>
      <td>0.0</td>
      <td>95.0</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 & 2895 & 0.000000 & 95.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2895, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 95.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 95.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 2895 dollars. He has 1 person that he is liable to provide maintenance for. He lives in semiurban area.
404,Male,LP001492,Male,No,0,Graduate,No,14999,0.0,242.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 14999, CoapplicantIncome is 0.0, LoanAmount is 242.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 14999
 - CoapplicantIncome : 0.0
 - LoanAmount : 242.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 14999. The CoapplicantIncome is 0.0. The LoanAmount is 242.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>14999</td>
      <td>0.0</td>
      <td>242.0</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 & No & 0 & Graduate & No & 14999 & 0.000000 & 242.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 14999, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 242.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 242.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 14999 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
405,Male,LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449.0,165.0,180.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2609, CoapplicantIncome is 3449.0, LoanAmount is 165.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2609
 - CoapplicantIncome : 3449.0
 - LoanAmount : 165.0
 - Loan_Amount_Term : 180.0
 - 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 Yes. The ApplicantIncome is 2609. The CoapplicantIncome is 3449.0. The LoanAmount is 165.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>2609</td>
      <td>3449.0</td>
      <td>165.0</td>
      <td>180.0</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 & Yes & 2609 & 3449.000000 & 165.000000 & 180.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2609, 'CoapplicantIncome': 3449.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 165.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is self employed. He earns 2609 dollars and his co-applicant earns 3449.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
406,Male,LP002517,Male,Yes,1,Not Graduate,No,2653,1500.0,113.0,180.0,0.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2653, CoapplicantIncome is 1500.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2653
 - CoapplicantIncome : 1500.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 0.0
 - 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 2653. The CoapplicantIncome is 1500.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Rural,"<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>2653</td>
      <td>1500.0</td>
      <td>113.0</td>
      <td>180.0</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 & Not Graduate & No & 2653 & 1500.000000 & 113.000000 & 180.000000 & 0.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2653, 'CoapplicantIncome': 1500.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 113.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2653 dollars and his co-applicant earns 1500.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
407,Male,LP001451,Male,Yes,1,Graduate,Yes,10513,3850.0,160.0,180.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 10513, CoapplicantIncome is 3850.0, LoanAmount is 160.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 10513
 - CoapplicantIncome : 3850.0
 - LoanAmount : 160.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 0.0
 - 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 10513. The CoapplicantIncome is 3850.0. The LoanAmount is 160.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>10513</td>
      <td>3850.0</td>
      <td>160.0</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 & Yes & 1 & Graduate & Yes & 10513 & 3850.000000 & 160.000000 & 180.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 10513, 'CoapplicantIncome': 3850.0, 'Credit_History': 0.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 160.0 dollars for 15.0 months. He does not have a credit history. He is a graduate and is self employed. He earns 10513 dollars and his co-applicant earns 3850.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
408,Male,LP002943,Male,No,,Graduate,No,2987,0.0,88.0,360.0,0.0,Semiurban,N,"Gender is Male, Married is No, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 2987, CoapplicantIncome is 0.0, LoanAmount is 88.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : None
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2987
 - CoapplicantIncome : 0.0
 - LoanAmount : 88.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2987. The CoapplicantIncome is 0.0. The LoanAmount is 88.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>None</td>
      <td>Graduate</td>
      <td>No</td>
      <td>2987</td>
      <td>0.0</td>
      <td>88.0</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 & No & None & Graduate & No & 2987 & 0.000000 & 88.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2987, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 88.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 88.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 2987 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
409,Male,LP002689,Male,Yes,2,Not Graduate,No,2192,1742.0,45.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2192, CoapplicantIncome is 1742.0, LoanAmount is 45.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2192
 - CoapplicantIncome : 1742.0
 - LoanAmount : 45.0
 - 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 2192. The CoapplicantIncome is 1742.0. The LoanAmount is 45.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2192</td>
      <td>1742.0</td>
      <td>45.0</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 & 2192 & 1742.000000 & 45.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2192, 'CoapplicantIncome': 1742.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 45.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 45.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2192 dollars and his co-applicant earns 1742.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
410,Female,LP001222,Female,No,0,Graduate,No,4166,0.0,116.0,360.0,0.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 116.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4166
 - CoapplicantIncome : 0.0
 - LoanAmount : 116.0
 - 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 4166. The CoapplicantIncome is 0.0. The LoanAmount is 116.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>4166</td>
      <td>0.0</td>
      <td>116.0</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 & 4166 & 0.000000 & 116.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 116.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 116.0 dollars for 30.0 months. She does not have a credit history. She is a graduate and is not self employed. She earns 4166 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
411,Male,LP001030,Male,Yes,2,Graduate,No,1299,1086.0,17.0,120.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 1299, CoapplicantIncome is 1086.0, LoanAmount is 17.0, Loan_Amount_Term is 120.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1299
 - CoapplicantIncome : 1086.0
 - LoanAmount : 17.0
 - Loan_Amount_Term : 120.0
 - 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 1299. The CoapplicantIncome is 1086.0. The LoanAmount is 17.0. The Loan_Amount_Term is 120.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>1299</td>
      <td>1086.0</td>
      <td>17.0</td>
      <td>120.0</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 & 1299 & 1086.000000 & 17.000000 & 120.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 1299, 'CoapplicantIncome': 1086.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 17.0, 'Loan_Amount_Term': 120.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 17.0 dollars for 10.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1299 dollars and his co-applicant earns 1086.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
412,Male,LP001541,Male,Yes,1,Graduate,No,6000,0.0,160.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 6000, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6000
 - CoapplicantIncome : 0.0
 - LoanAmount : 160.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 6000. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>6000</td>
      <td>0.0</td>
      <td>160.0</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 & Yes & 1 & Graduate & No & 6000 & 0.000000 & 160.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 6000, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 6000 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
413,Male,LP001119,Male,No,0,Graduate,No,3600,0.0,80.0,360.0,1.0,Urban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3600, CoapplicantIncome is 0.0, LoanAmount is 80.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3600
 - CoapplicantIncome : 0.0
 - LoanAmount : 80.0
 - 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 3600. The CoapplicantIncome is 0.0. The LoanAmount is 80.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3600</td>
      <td>0.0</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 & No & 0 & Graduate & No & 3600 & 0.000000 & 80.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3600, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 80.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 80.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3600 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
414,Male,LP002571,Male,No,0,Not Graduate,No,3691,0.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3691, CoapplicantIncome is 0.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3691
 - 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 3691. The CoapplicantIncome is 0.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3691</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 & 3691 & 0.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3691, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3691 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
415,Male,LP002225,Male,Yes,2,Graduate,No,5391,0.0,130.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5391, CoapplicantIncome is 0.0, LoanAmount is 130.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5391
 - CoapplicantIncome : 0.0
 - LoanAmount : 130.0
 - 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 5391. The CoapplicantIncome is 0.0. The LoanAmount is 130.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>5391</td>
      <td>0.0</td>
      <td>130.0</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 & 5391 & 0.000000 & 130.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5391, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 130.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 130.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5391 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
416,Male,LP001643,Male,Yes,0,Graduate,No,2383,2138.0,58.0,360.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2383, CoapplicantIncome is 2138.0, LoanAmount is 58.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2383
 - CoapplicantIncome : 2138.0
 - LoanAmount : 58.0
 - Loan_Amount_Term : 360.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2383. The CoapplicantIncome is 2138.0. The LoanAmount is 58.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Rural,"<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>2383</td>
      <td>2138.0</td>
      <td>58.0</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 & Yes & 0 & Graduate & No & 2383 & 2138.000000 & 58.000000 & 360.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 2383, 'CoapplicantIncome': 2138.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 58.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 58.0 dollars for 30.0 months. He has unknown credit history. He is a graduate and is not self employed. He earns 2383 dollars and his co-applicant earns 2138.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
417,Male,LP001722,Male,Yes,0,Graduate,No,150,1800.0,135.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 150, CoapplicantIncome is 1800.0, LoanAmount is 135.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 150
 - CoapplicantIncome : 1800.0
 - LoanAmount : 135.0
 - 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 150. The CoapplicantIncome is 1800.0. The LoanAmount is 135.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>150</td>
      <td>1800.0</td>
      <td>135.0</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 & 150 & 1800.000000 & 135.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 150, 'CoapplicantIncome': 1800.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 135.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 135.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 150 dollars and his co-applicant earns 1800.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
418,Female,LP001164,Female,No,0,Graduate,No,4230,0.0,112.0,360.0,1.0,Semiurban,N,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4230, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4230
 - CoapplicantIncome : 0.0
 - LoanAmount : 112.0
 - 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 4230. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4230</td>
      <td>0.0</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 & Female & No & 0 & Graduate & No & 4230 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4230, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 112.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4230 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
419,Male,LP002112,Male,Yes,2,Graduate,Yes,2500,4600.0,176.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2500, CoapplicantIncome is 4600.0, LoanAmount is 176.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2500
 - CoapplicantIncome : 4600.0
 - LoanAmount : 176.0
 - 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 Yes. The ApplicantIncome is 2500. The CoapplicantIncome is 4600.0. The LoanAmount is 176.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2500</td>
      <td>4600.0</td>
      <td>176.0</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 & Yes & 2500 & 4600.000000 & 176.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2500, 'CoapplicantIncome': 4600.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 176.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 176.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 2500 dollars and his co-applicant earns 4600.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
420,Male,LP001949,Male,Yes,3+,Graduate,,4416,1250.0,110.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is None, ApplicantIncome is 4416, CoapplicantIncome is 1250.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 4416
 - CoapplicantIncome : 1250.0
 - 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 3+. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 4416. The CoapplicantIncome is 1250.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>None</td>
      <td>4416</td>
      <td>1250.0</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 & 3+ & Graduate & None & 4416 & 1250.000000 & 110.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4416, 'CoapplicantIncome': 1250.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': None}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 4416 dollars and his co-applicant earns 1250.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
421,Female,LP001836,Female,No,2,Graduate,No,3427,0.0,138.0,360.0,1.0,Urban,N,"Gender is Female, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3427, CoapplicantIncome is 0.0, LoanAmount is 138.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3427
 - CoapplicantIncome : 0.0
 - LoanAmount : 138.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Female. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 3427. The CoapplicantIncome is 0.0. The LoanAmount is 138.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>No</td>
      <td>3427</td>
      <td>0.0</td>
      <td>138.0</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 & 2 & Graduate & No & 3427 & 0.000000 & 138.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3427, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 138.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 138.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3427 dollars. She has 2 people that she is liable to provide maintenance for. She lives in urban area.
422,Male,LP002484,Male,Yes,3+,Graduate,No,7740,0.0,128.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 7740, CoapplicantIncome is 0.0, LoanAmount is 128.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 7740
 - CoapplicantIncome : 0.0
 - LoanAmount : 128.0
 - Loan_Amount_Term : 180.0
 - 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 7740. The CoapplicantIncome is 0.0. The LoanAmount is 128.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>7740</td>
      <td>0.0</td>
      <td>128.0</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 & 3+ & Graduate & No & 7740 & 0.000000 & 128.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 7740, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 7740 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
423,Male,LP002455,Male,Yes,2,Graduate,No,3859,0.0,96.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 3859, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3859
 - CoapplicantIncome : 0.0
 - LoanAmount : 96.0
 - 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 3859. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3859</td>
      <td>0.0</td>
      <td>96.0</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 & 3859 & 0.000000 & 96.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3859, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 96.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3859 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
424,Male,LP002983,Male,Yes,1,Graduate,No,8072,240.0,253.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8072, CoapplicantIncome is 240.0, LoanAmount is 253.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8072
 - CoapplicantIncome : 240.0
 - LoanAmount : 253.0
 - 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 8072. The CoapplicantIncome is 240.0. The LoanAmount is 253.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>8072</td>
      <td>240.0</td>
      <td>253.0</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 & 8072 & 240.000000 & 253.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 8072, 'CoapplicantIncome': 240.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 253.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 253.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8072 dollars and his co-applicant earns 240.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
425,Female,LP001884,Female,No,1,Graduate,No,2876,1560.0,90.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 2876, CoapplicantIncome is 1560.0, LoanAmount is 90.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2876
 - CoapplicantIncome : 1560.0
 - LoanAmount : 90.0
 - 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 2876. The CoapplicantIncome is 1560.0. The LoanAmount is 90.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2876</td>
      <td>1560.0</td>
      <td>90.0</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 & 2876 & 1560.000000 & 90.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2876, 'CoapplicantIncome': 1560.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 90.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 90.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 2876 dollars and her co-applicant earns 1560.0 dollars. She has 1 person that she is liable to provide maintenance for. She lives in urban area.
426,Male,LP001677,Male,No,2,Graduate,No,4923,0.0,166.0,360.0,0.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4923, CoapplicantIncome is 0.0, LoanAmount is 166.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4923
 - CoapplicantIncome : 0.0
 - LoanAmount : 166.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Semiurban",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4923. The CoapplicantIncome is 0.0. The LoanAmount is 166.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Semiurban,"<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>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4923</td>
      <td>0.0</td>
      <td>166.0</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 & No & 2 & Graduate & No & 4923 & 0.000000 & 166.000000 & 360.000000 & 0.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4923, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 166.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 166.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 4923 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
427,Male,LP001562,Male,Yes,0,Graduate,No,7933,0.0,275.0,360.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 7933, CoapplicantIncome is 0.0, LoanAmount is 275.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 7933
 - CoapplicantIncome : 0.0
 - LoanAmount : 275.0
 - 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 7933. The CoapplicantIncome is 0.0. The LoanAmount is 275.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>7933</td>
      <td>0.0</td>
      <td>275.0</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 & 7933 & 0.000000 & 275.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 7933, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 275.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 275.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 7933 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
428,Male,LP002296,Male,No,0,Not Graduate,No,2755,0.0,65.0,300.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2755, CoapplicantIncome is 0.0, LoanAmount is 65.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2755
 - CoapplicantIncome : 0.0
 - LoanAmount : 65.0
 - Loan_Amount_Term : 300.0
 - 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 2755. The CoapplicantIncome is 0.0. The LoanAmount is 65.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2755</td>
      <td>0.0</td>
      <td>65.0</td>
      <td>300.0</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 & 2755 & 0.000000 & 65.000000 & 300.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2755, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 65.0, 'Loan_Amount_Term': 300.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 65.0 dollars for 25.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2755 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
429,Male,LP002529,Male,Yes,2,Graduate,No,6700,1750.0,230.0,300.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6700, CoapplicantIncome is 1750.0, LoanAmount is 230.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6700
 - CoapplicantIncome : 1750.0
 - LoanAmount : 230.0
 - Loan_Amount_Term : 300.0
 - 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 6700. The CoapplicantIncome is 1750.0. The LoanAmount is 230.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>6700</td>
      <td>1750.0</td>
      <td>230.0</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 & Yes & 2 & Graduate & No & 6700 & 1750.000000 & 230.000000 & 300.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6700, 'CoapplicantIncome': 1750.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 230.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 230.0 dollars for 25.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6700 dollars and his co-applicant earns 1750.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
430,Male,LP001367,Male,Yes,1,Graduate,No,3052,1030.0,100.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 3052, CoapplicantIncome is 1030.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3052
 - CoapplicantIncome : 1030.0
 - LoanAmount : 100.0
 - 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 3052. The CoapplicantIncome is 1030.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3052</td>
      <td>1030.0</td>
      <td>100.0</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 & 3052 & 1030.000000 & 100.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3052, 'CoapplicantIncome': 1030.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3052 dollars and his co-applicant earns 1030.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
431,Male,LP002250,Male,Yes,0,Graduate,No,5488,0.0,125.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5488, CoapplicantIncome is 0.0, LoanAmount is 125.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5488
 - CoapplicantIncome : 0.0
 - LoanAmount : 125.0
 - 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 5488. The CoapplicantIncome is 0.0. The LoanAmount is 125.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>5488</td>
      <td>0.0</td>
      <td>125.0</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 & 5488 & 0.000000 & 125.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5488, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 125.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 125.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5488 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
432,Male,LP001003,Male,Yes,1,Graduate,No,4583,1508.0,128.0,360.0,1.0,Rural,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 1508.0, LoanAmount is 128.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4583
 - CoapplicantIncome : 1508.0
 - LoanAmount : 128.0
 - 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 4583. The CoapplicantIncome is 1508.0. The LoanAmount is 128.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4583</td>
      <td>1508.0</td>
      <td>128.0</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 & 4583 & 1508.000000 & 128.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4583, 'CoapplicantIncome': 1508.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 128.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 128.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4583 dollars and his co-applicant earns 1508.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in rural area.
433,Male,LP002847,Male,Yes,,Graduate,No,5116,1451.0,165.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 5116, CoapplicantIncome is 1451.0, LoanAmount is 165.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : None
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5116
 - CoapplicantIncome : 1451.0
 - LoanAmount : 165.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5116. The CoapplicantIncome is 1451.0. The LoanAmount is 165.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>Graduate</td>
      <td>No</td>
      <td>5116</td>
      <td>1451.0</td>
      <td>165.0</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 & None & Graduate & No & 5116 & 1451.000000 & 165.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5116, 'CoapplicantIncome': 1451.0, 'Credit_History': 0.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 165.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 165.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 5116 dollars and his co-applicant earns 1451.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
434,Female,LP001265,Female,No,0,Graduate,No,3846,0.0,111.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3846, CoapplicantIncome is 0.0, LoanAmount is 111.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3846
 - CoapplicantIncome : 0.0
 - LoanAmount : 111.0
 - 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 3846. The CoapplicantIncome is 0.0. The LoanAmount is 111.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3846</td>
      <td>0.0</td>
      <td>111.0</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 & 3846 & 0.000000 & 111.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3846, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 111.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 111.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3846 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
435,Female,LP001692,Female,No,0,Not Graduate,No,4408,0.0,120.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 4408, CoapplicantIncome is 0.0, LoanAmount is 120.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 4408
 - CoapplicantIncome : 0.0
 - 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 0. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 4408. The CoapplicantIncome is 0.0. The LoanAmount is 120.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4408</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 & Female & No & 0 & Not Graduate & No & 4408 & 0.000000 & 120.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4408, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Female', 'LoanAmount': 120.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 120.0 dollars for 30.0 months. She has a credit history. She is not a graduate and is not self employed. She earns 4408 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
436,Male,LP001100,Male,No,3+,Graduate,No,12500,3000.0,320.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 3+, Education is Graduate, Self_Employed is No, ApplicantIncome is 12500, CoapplicantIncome is 3000.0, LoanAmount is 320.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 3+
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 12500
 - CoapplicantIncome : 3000.0
 - LoanAmount : 320.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 3+. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 12500. The CoapplicantIncome is 3000.0. The LoanAmount is 320.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3+</td>
      <td>Graduate</td>
      <td>No</td>
      <td>12500</td>
      <td>3000.0</td>
      <td>320.0</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 & 3+ & Graduate & No & 12500 & 3000.000000 & 320.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 12500, 'CoapplicantIncome': 3000.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 320.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 320.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 12500 dollars and his co-applicant earns 3000.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in rural area.
437,Male,LP002626,Male,Yes,0,Graduate,Yes,2479,3013.0,188.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 2479, CoapplicantIncome is 3013.0, LoanAmount is 188.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2479
 - CoapplicantIncome : 3013.0
 - LoanAmount : 188.0
 - 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 2479. The CoapplicantIncome is 3013.0. The LoanAmount is 188.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2479</td>
      <td>3013.0</td>
      <td>188.0</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 & 2479 & 3013.000000 & 188.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2479, 'CoapplicantIncome': 3013.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 188.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 2479 dollars and his co-applicant earns 3013.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
438,Male,LP002368,Male,Yes,2,Graduate,No,5935,0.0,133.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5935, CoapplicantIncome is 0.0, LoanAmount is 133.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5935
 - CoapplicantIncome : 0.0
 - LoanAmount : 133.0
 - 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 5935. The CoapplicantIncome is 0.0. The LoanAmount is 133.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5935</td>
      <td>0.0</td>
      <td>133.0</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 & 5935 & 0.000000 & 133.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 5935, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 133.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 133.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5935 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
439,Male,LP002453,Male,No,0,Graduate,Yes,7085,0.0,84.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 7085, CoapplicantIncome is 0.0, LoanAmount is 84.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 7085
 - CoapplicantIncome : 0.0
 - LoanAmount : 84.0
 - 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 Yes. The ApplicantIncome is 7085. The CoapplicantIncome is 0.0. The LoanAmount is 84.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>7085</td>
      <td>0.0</td>
      <td>84.0</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 & Yes & 7085 & 0.000000 & 84.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 7085, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 84.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 84.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 7085 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
440,Male,LP002187,Male,No,0,Graduate,No,2500,0.0,96.0,480.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 0.0, LoanAmount is 96.0, Loan_Amount_Term is 480.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2500
 - CoapplicantIncome : 0.0
 - LoanAmount : 96.0
 - Loan_Amount_Term : 480.0
 - 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 2500. The CoapplicantIncome is 0.0. The LoanAmount is 96.0. The Loan_Amount_Term is 480.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2500</td>
      <td>0.0</td>
      <td>96.0</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 & No & 0 & Graduate & No & 2500 & 0.000000 & 96.000000 & 480.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2500, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 96.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 96.0 dollars for 40.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2500 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
441,Male,LP001318,Male,Yes,2,Graduate,No,6250,5654.0,188.0,180.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 6250, CoapplicantIncome is 5654.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 6250
 - CoapplicantIncome : 5654.0
 - LoanAmount : 188.0
 - Loan_Amount_Term : 180.0
 - 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 5654.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>5654.0</td>
      <td>188.0</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 & 2 & Graduate & No & 6250 & 5654.000000 & 188.000000 & 180.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 6250, 'CoapplicantIncome': 5654.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 188.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 6250 dollars and his co-applicant earns 5654.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
442,Female,LP002114,Female,No,0,Graduate,No,4160,0.0,71.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4160, CoapplicantIncome is 0.0, LoanAmount is 71.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4160
 - CoapplicantIncome : 0.0
 - LoanAmount : 71.0
 - 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 4160. The CoapplicantIncome is 0.0. The LoanAmount is 71.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4160</td>
      <td>0.0</td>
      <td>71.0</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 & 4160 & 0.000000 & 71.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4160, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 71.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 71.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4160 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
443,Male,LP002832,Male,Yes,2,Graduate,No,8799,0.0,258.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8799, CoapplicantIncome is 0.0, LoanAmount is 258.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8799
 - CoapplicantIncome : 0.0
 - LoanAmount : 258.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 0.0
 - 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 8799. The CoapplicantIncome is 0.0. The LoanAmount is 258.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>8799</td>
      <td>0.0</td>
      <td>258.0</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 & 2 & Graduate & No & 8799 & 0.000000 & 258.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 8799, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 258.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 258.0 dollars for 30.0 months. He does not have a credit history. He is a graduate and is not self employed. He earns 8799 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
444,Male,LP002129,Male,Yes,0,Graduate,No,2499,2458.0,160.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2499, CoapplicantIncome is 2458.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2499
 - CoapplicantIncome : 2458.0
 - LoanAmount : 160.0
 - 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 2499. The CoapplicantIncome is 2458.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2499</td>
      <td>2458.0</td>
      <td>160.0</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 & 2499 & 2458.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2499, 'CoapplicantIncome': 2458.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2499 dollars and his co-applicant earns 2458.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
445,Male,LP001800,Male,Yes,1,Not Graduate,No,2510,1983.0,140.0,180.0,1.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2510, CoapplicantIncome is 1983.0, LoanAmount is 140.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2510
 - CoapplicantIncome : 1983.0
 - LoanAmount : 140.0
 - Loan_Amount_Term : 180.0
 - 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 2510. The CoapplicantIncome is 1983.0. The LoanAmount is 140.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>2510</td>
      <td>1983.0</td>
      <td>140.0</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 & 1 & Not Graduate & No & 2510 & 1983.000000 & 140.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2510, 'CoapplicantIncome': 1983.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 140.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 140.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2510 dollars and his co-applicant earns 1983.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
446,Male,LP001029,Male,No,0,Graduate,No,1853,2840.0,114.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1853, CoapplicantIncome is 2840.0, LoanAmount is 114.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1853
 - CoapplicantIncome : 2840.0
 - LoanAmount : 114.0
 - 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 1853. The CoapplicantIncome is 2840.0. The LoanAmount is 114.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>1853</td>
      <td>2840.0</td>
      <td>114.0</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 & 1853 & 2840.000000 & 114.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 1853, 'CoapplicantIncome': 2840.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 114.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 114.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1853 dollars and his co-applicant earns 2840.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
447,Male,LP002031,Male,Yes,1,Not Graduate,No,3399,1640.0,111.0,180.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3399, CoapplicantIncome is 1640.0, LoanAmount is 111.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3399
 - CoapplicantIncome : 1640.0
 - LoanAmount : 111.0
 - Loan_Amount_Term : 180.0
 - 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 3399. The CoapplicantIncome is 1640.0. The LoanAmount is 111.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3399</td>
      <td>1640.0</td>
      <td>111.0</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 & 1 & Not Graduate & No & 3399 & 1640.000000 & 111.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3399, 'CoapplicantIncome': 1640.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 111.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 111.0 dollars for 15.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3399 dollars and his co-applicant earns 1640.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
448,Male,LP002243,Male,Yes,0,Not Graduate,No,3010,3136.0,,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3010, CoapplicantIncome is 3136.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3010
 - CoapplicantIncome : 3136.0
 - LoanAmount : None
 - 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 3010. The CoapplicantIncome is 3136.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>3010</td>
      <td>3136.0</td>
      <td>None</td>
      <td>360.0</td>
      <td>0.0</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 & Not Graduate & No & 3010 & 3136.000000 & None & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3010, 'CoapplicantIncome': 3136.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 3010 dollars and his co-applicant earns 3136.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
449,Male,LP001894,Male,Yes,0,Graduate,No,2620,2223.0,150.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2620, CoapplicantIncome is 2223.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2620
 - CoapplicantIncome : 2223.0
 - 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 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 2620. The CoapplicantIncome is 2223.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2620</td>
      <td>2223.0</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 & 0 & Graduate & No & 2620 & 2223.000000 & 150.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2620, 'CoapplicantIncome': 2223.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2620 dollars and his co-applicant earns 2223.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
450,Female,LP001577,Female,Yes,0,Graduate,No,4583,0.0,112.0,360.0,1.0,Rural,N,"Gender is Female, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4583, CoapplicantIncome is 0.0, LoanAmount is 112.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Female
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4583
 - 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 Yes. The Dependents is 0. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4583. The CoapplicantIncome is 0.0. The LoanAmount is 112.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>4583</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 & Yes & 0 & Graduate & No & 4583 & 0.000000 & 112.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4583, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 112.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married female individual is applying for a loan of 112.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4583 dollars. She has no person that she is liable to provide maintenance for. She lives in rural area.
451,Male,LP002974,Male,Yes,0,Graduate,No,3232,1950.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3232, CoapplicantIncome is 1950.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3232
 - CoapplicantIncome : 1950.0
 - LoanAmount : 108.0
 - 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 3232. The CoapplicantIncome is 1950.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3232</td>
      <td>1950.0</td>
      <td>108.0</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 & 3232 & 1950.000000 & 108.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3232, 'CoapplicantIncome': 1950.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 108.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3232 dollars and his co-applicant earns 1950.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
452,Male,LP002543,Male,Yes,2,Graduate,No,8333,0.0,246.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 8333, CoapplicantIncome is 0.0, LoanAmount is 246.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8333
 - CoapplicantIncome : 0.0
 - LoanAmount : 246.0
 - 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 8333. The CoapplicantIncome is 0.0. The LoanAmount is 246.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>8333</td>
      <td>0.0</td>
      <td>246.0</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 & 8333 & 0.000000 & 246.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 8333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 246.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 246.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8333 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
453,Male,LP002948,Male,Yes,2,Graduate,No,5780,0.0,192.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5780, CoapplicantIncome is 0.0, LoanAmount is 192.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5780
 - CoapplicantIncome : 0.0
 - LoanAmount : 192.0
 - 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 5780. The CoapplicantIncome is 0.0. The LoanAmount is 192.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>5780</td>
      <td>0.0</td>
      <td>192.0</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 & 5780 & 0.000000 & 192.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5780, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 192.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 192.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5780 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
454,Male,LP002619,Male,Yes,0,Not Graduate,No,3814,1483.0,124.0,300.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3814, CoapplicantIncome is 1483.0, LoanAmount is 124.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3814
 - CoapplicantIncome : 1483.0
 - LoanAmount : 124.0
 - Loan_Amount_Term : 300.0
 - 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 No. The ApplicantIncome is 3814. The CoapplicantIncome is 1483.0. The LoanAmount is 124.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3814</td>
      <td>1483.0</td>
      <td>124.0</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 & Yes & 0 & Not Graduate & No & 3814 & 1483.000000 & 124.000000 & 300.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3814, 'CoapplicantIncome': 1483.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 124.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 124.0 dollars for 25.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3814 dollars and his co-applicant earns 1483.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
455,Male,LP001807,Male,Yes,2,Graduate,Yes,6250,1300.0,108.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 6250, CoapplicantIncome is 1300.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 6250
 - CoapplicantIncome : 1300.0
 - LoanAmount : 108.0
 - 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 Yes. The ApplicantIncome is 6250. The CoapplicantIncome is 1300.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>6250</td>
      <td>1300.0</td>
      <td>108.0</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 & Yes & 6250 & 1300.000000 & 108.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 6250, 'CoapplicantIncome': 1300.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 108.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 6250 dollars and his co-applicant earns 1300.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
456,Male,LP002836,Male,No,0,Graduate,No,3333,0.0,70.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3333, CoapplicantIncome is 0.0, LoanAmount is 70.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3333
 - CoapplicantIncome : 0.0
 - LoanAmount : 70.0
 - 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 3333. The CoapplicantIncome is 0.0. The LoanAmount is 70.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3333</td>
      <td>0.0</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 & No & 0 & Graduate & No & 3333 & 0.000000 & 70.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3333, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 70.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3333 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
457,Male,LP002820,Male,Yes,0,Graduate,No,5923,2054.0,211.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 5923, CoapplicantIncome is 2054.0, LoanAmount is 211.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5923
 - CoapplicantIncome : 2054.0
 - LoanAmount : 211.0
 - 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 5923. The CoapplicantIncome is 2054.0. The LoanAmount is 211.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>5923</td>
      <td>2054.0</td>
      <td>211.0</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 & 5923 & 2054.000000 & 211.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5923, 'CoapplicantIncome': 2054.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 211.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 211.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5923 dollars and his co-applicant earns 2054.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
458,Male,LP001647,Male,Yes,0,Graduate,No,9328,0.0,188.0,180.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 9328, CoapplicantIncome is 0.0, LoanAmount is 188.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 9328
 - CoapplicantIncome : 0.0
 - LoanAmount : 188.0
 - 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 No. The ApplicantIncome is 9328. The CoapplicantIncome is 0.0. The LoanAmount is 188.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>9328</td>
      <td>0.0</td>
      <td>188.0</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 & No & 9328 & 0.000000 & 188.000000 & 180.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 9328, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 188.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 188.0 dollars for 15.0 months. He has a credit history. He is a graduate and is not self employed. He earns 9328 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
459,Male,LP002527,Male,Yes,2,Graduate,Yes,16525,1014.0,150.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 16525, CoapplicantIncome is 1014.0, LoanAmount is 150.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 16525
 - CoapplicantIncome : 1014.0
 - LoanAmount : 150.0
 - 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 Yes. The ApplicantIncome is 16525. The CoapplicantIncome is 1014.0. The LoanAmount is 150.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>16525</td>
      <td>1014.0</td>
      <td>150.0</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 & Yes & 16525 & 1014.000000 & 150.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 16525, 'CoapplicantIncome': 1014.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 150.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 150.0 dollars for 30.0 months. He has a credit history. He is a graduate and is self employed. He earns 16525 dollars and his co-applicant earns 1014.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
460,Male,LP002637,Male,No,0,Not Graduate,No,3598,1287.0,100.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3598, CoapplicantIncome is 1287.0, LoanAmount is 100.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3598
 - CoapplicantIncome : 1287.0
 - LoanAmount : 100.0
 - 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 3598. The CoapplicantIncome is 1287.0. The LoanAmount is 100.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>3598</td>
      <td>1287.0</td>
      <td>100.0</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 & 3598 & 1287.000000 & 100.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 3598, 'CoapplicantIncome': 1287.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 100.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 100.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3598 dollars and his co-applicant earns 1287.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
461,Male,LP001198,Male,Yes,1,Graduate,No,8080,2250.0,180.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 8080, CoapplicantIncome is 2250.0, LoanAmount is 180.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8080
 - CoapplicantIncome : 2250.0
 - LoanAmount : 180.0
 - 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 8080. The CoapplicantIncome is 2250.0. The LoanAmount is 180.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>8080</td>
      <td>2250.0</td>
      <td>180.0</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 & 8080 & 2250.000000 & 180.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 8080, 'CoapplicantIncome': 2250.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 180.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 180.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8080 dollars and his co-applicant earns 2250.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
462,Male,LP002524,Male,No,2,Graduate,No,5532,4648.0,162.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 5532, CoapplicantIncome is 4648.0, LoanAmount is 162.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5532
 - CoapplicantIncome : 4648.0
 - LoanAmount : 162.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 5532. The CoapplicantIncome is 4648.0. The LoanAmount is 162.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>5532</td>
      <td>4648.0</td>
      <td>162.0</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 & 2 & Graduate & No & 5532 & 4648.000000 & 162.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 5532, 'CoapplicantIncome': 4648.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 162.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 162.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5532 dollars and his co-applicant earns 4648.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
463,Male,LP002807,Male,Yes,2,Not Graduate,No,3675,242.0,108.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3675, CoapplicantIncome is 242.0, LoanAmount is 108.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3675
 - CoapplicantIncome : 242.0
 - LoanAmount : 108.0
 - 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 3675. The CoapplicantIncome is 242.0. The LoanAmount is 108.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3675</td>
      <td>242.0</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 & Male & Yes & 2 & Not Graduate & No & 3675 & 242.000000 & 108.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3675, 'CoapplicantIncome': 242.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 108.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 108.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3675 dollars and his co-applicant earns 242.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
464,Male,LP001841,Male,No,0,Not Graduate,Yes,2583,2167.0,104.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 0, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 2583, CoapplicantIncome is 2167.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 2583
 - CoapplicantIncome : 2167.0
 - LoanAmount : 104.0
 - 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 Yes. The ApplicantIncome is 2583. The CoapplicantIncome is 2167.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>Yes</td>
      <td>2583</td>
      <td>2167.0</td>
      <td>104.0</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 & Yes & 2583 & 2167.000000 & 104.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2583, 'CoapplicantIncome': 2167.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 104.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 2583 dollars and his co-applicant earns 2167.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
465,Male,LP001046,Male,Yes,1,Graduate,No,5955,5625.0,315.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 5955, CoapplicantIncome is 5625.0, LoanAmount is 315.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 5955
 - CoapplicantIncome : 5625.0
 - LoanAmount : 315.0
 - 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 5955. The CoapplicantIncome is 5625.0. The LoanAmount is 315.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>5955</td>
      <td>5625.0</td>
      <td>315.0</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 & 5955 & 5625.000000 & 315.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 5955, 'CoapplicantIncome': 5625.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 315.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 315.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 5955 dollars and his co-applicant earns 5625.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
466,Male,LP002008,Male,Yes,2,Graduate,Yes,5746,0.0,144.0,84.0,,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 5746, CoapplicantIncome is 0.0, LoanAmount is 144.0, Loan_Amount_Term is 84.0, Credit_History is None, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 5746
 - CoapplicantIncome : 0.0
 - LoanAmount : 144.0
 - Loan_Amount_Term : 84.0
 - Credit_History : None
 - Property_Area : Rural",The Gender is Male. The Married is Yes. The Dependents is 2. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 5746. The CoapplicantIncome is 0.0. The LoanAmount is 144.0. The Loan_Amount_Term is 84.0. The Credit_History is None. The Property_Area is Rural,"<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>5746</td>
      <td>0.0</td>
      <td>144.0</td>
      <td>84.0</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 & Yes & 2 & Graduate & Yes & 5746 & 0.000000 & 144.000000 & 84.000000 & None & Rural \\
\end{tabular}
","{'ApplicantIncome': 5746, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 144.0, 'Loan_Amount_Term': 84.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 144.0 dollars for 7.0 months. He has unknown credit history. He is a graduate and is self employed. He earns 5746 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
467,Male,LP002473,Male,Yes,0,Graduate,No,8334,0.0,160.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 8334, CoapplicantIncome is 0.0, LoanAmount is 160.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 8334
 - CoapplicantIncome : 0.0
 - LoanAmount : 160.0
 - 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 8334. The CoapplicantIncome is 0.0. The LoanAmount is 160.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>8334</td>
      <td>0.0</td>
      <td>160.0</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 & 8334 & 0.000000 & 160.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 8334, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 160.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 160.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 8334 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
468,Male,LP001560,Male,Yes,0,Not Graduate,No,1863,1041.0,98.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 1863, CoapplicantIncome is 1041.0, LoanAmount is 98.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 1863
 - CoapplicantIncome : 1041.0
 - LoanAmount : 98.0
 - 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 No. The ApplicantIncome is 1863. The CoapplicantIncome is 1041.0. The LoanAmount is 98.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1863</td>
      <td>1041.0</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 & Male & Yes & 0 & Not Graduate & No & 1863 & 1041.000000 & 98.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1863, 'CoapplicantIncome': 1041.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 98.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 98.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 1863 dollars and his co-applicant earns 1041.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
469,Male,LP001903,Male,Yes,0,Graduate,No,3993,3274.0,207.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3993, CoapplicantIncome is 3274.0, LoanAmount is 207.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3993
 - CoapplicantIncome : 3274.0
 - LoanAmount : 207.0
 - 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 3993. The CoapplicantIncome is 3274.0. The LoanAmount is 207.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3993</td>
      <td>3274.0</td>
      <td>207.0</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 & 3993 & 3274.000000 & 207.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3993, 'CoapplicantIncome': 3274.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 207.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 207.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3993 dollars and his co-applicant earns 3274.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
470,Male,LP001656,Male,No,0,Graduate,No,12000,0.0,164.0,360.0,1.0,Semiurban,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 12000, CoapplicantIncome is 0.0, LoanAmount is 164.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 12000
 - CoapplicantIncome : 0.0
 - LoanAmount : 164.0
 - 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 12000. The CoapplicantIncome is 0.0. The LoanAmount is 164.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>12000</td>
      <td>0.0</td>
      <td>164.0</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 & 12000 & 0.000000 & 164.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 12000, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 164.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 164.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 12000 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
471,Male,LP002237,Male,No,1,Graduate,,3667,0.0,113.0,180.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is None, ApplicantIncome is 3667, CoapplicantIncome is 0.0, LoanAmount is 113.0, Loan_Amount_Term is 180.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : None
 - ApplicantIncome : 3667
 - CoapplicantIncome : 0.0
 - LoanAmount : 113.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is None. The ApplicantIncome is 3667. The CoapplicantIncome is 0.0. The LoanAmount is 113.0. The Loan_Amount_Term is 180.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Graduate</td>
      <td>None</td>
      <td>3667</td>
      <td>0.0</td>
      <td>113.0</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 & No & 1 & Graduate & None & 3667 & 0.000000 & 113.000000 & 180.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3667, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 113.0, 'Loan_Amount_Term': 180.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': None}",A unmarried male individual is applying for a loan of 113.0 dollars for 15.0 months. He has a credit history. He is a graduate and has unknown self employment status. He earns 3667 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
472,Male,LP002332,Male,Yes,0,Not Graduate,No,2253,2033.0,110.0,360.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2253, CoapplicantIncome is 2033.0, LoanAmount is 110.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2253
 - CoapplicantIncome : 2033.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 2253. The CoapplicantIncome is 2033.0. The LoanAmount is 110.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2253</td>
      <td>2033.0</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 & Not Graduate & No & 2253 & 2033.000000 & 110.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 2253, 'CoapplicantIncome': 2033.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 110.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 110.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 2253 dollars and his co-applicant earns 2033.0 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
473,Male,LP002562,Male,Yes,1,Not Graduate,No,5333,1131.0,186.0,360.0,,Urban,Y,"Gender is Male, Married is Yes, Dependents is 1, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 5333, CoapplicantIncome is 1131.0, LoanAmount is 186.0, Loan_Amount_Term is 360.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 1
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 5333
 - CoapplicantIncome : 1131.0
 - LoanAmount : 186.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 5333. The CoapplicantIncome is 1131.0. The LoanAmount is 186.0. The Loan_Amount_Term is 360.0. The Credit_History is None. The Property_Area is Urban,"<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>5333</td>
      <td>1131.0</td>
      <td>186.0</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 & Not Graduate & No & 5333 & 1131.000000 & 186.000000 & 360.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 5333, 'CoapplicantIncome': 1131.0, 'Credit_History': None, 'Dependents': '1', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 186.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 186.0 dollars for 30.0 months. He has unknown credit history. He is not a graduate and is not self employed. He earns 5333 dollars and his co-applicant earns 1131.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
474,Male,LP002126,Male,Yes,3+,Not Graduate,No,3173,0.0,74.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 0.0, LoanAmount is 74.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 3173
 - CoapplicantIncome : 0.0
 - LoanAmount : 74.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 3173. The CoapplicantIncome is 0.0. The LoanAmount is 74.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>3173</td>
      <td>0.0</td>
      <td>74.0</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+ & Not Graduate & No & 3173 & 0.000000 & 74.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 3173, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 74.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 74.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is not self employed. He earns 3173 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in semiurban area.
475,Male,LP001996,Male,No,0,Graduate,No,20233,0.0,480.0,360.0,1.0,Rural,N,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 20233, CoapplicantIncome is 0.0, LoanAmount is 480.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 20233
 - CoapplicantIncome : 0.0
 - LoanAmount : 480.0
 - 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 20233. The CoapplicantIncome is 0.0. The LoanAmount is 480.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>20233</td>
      <td>0.0</td>
      <td>480.0</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 & 20233 & 0.000000 & 480.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 20233, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 480.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 480.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 20233 dollars. He has no person that he is liable to provide maintenance for. He lives in rural area.
476,Male,LP001469,Male,No,0,Graduate,Yes,20166,0.0,650.0,480.0,,Urban,Y,"Gender is Male, Married is No, Dependents is 0, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 20166, CoapplicantIncome is 0.0, LoanAmount is 650.0, Loan_Amount_Term is 480.0, Credit_History is None, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 20166
 - CoapplicantIncome : 0.0
 - LoanAmount : 650.0
 - Loan_Amount_Term : 480.0
 - Credit_History : None
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 0. The Education is Graduate. The Self_Employed is Yes. The ApplicantIncome is 20166. The CoapplicantIncome is 0.0. The LoanAmount is 650.0. The Loan_Amount_Term is 480.0. The Credit_History is None. The Property_Area is Urban,"<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>Yes</td>
      <td>20166</td>
      <td>0.0</td>
      <td>650.0</td>
      <td>480.0</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 & No & 0 & Graduate & Yes & 20166 & 0.000000 & 650.000000 & 480.000000 & None & Urban \\
\end{tabular}
","{'ApplicantIncome': 20166, 'CoapplicantIncome': 0.0, 'Credit_History': None, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 650.0, 'Loan_Amount_Term': 480.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'Yes'}",A unmarried male individual is applying for a loan of 650.0 dollars for 40.0 months. He has unknown credit history. He is a graduate and is self employed. He earns 20166 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
477,Male,LP001343,Male,Yes,0,Graduate,No,1759,3541.0,131.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 1759, CoapplicantIncome is 3541.0, LoanAmount is 131.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 1759
 - CoapplicantIncome : 3541.0
 - 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 1759. The CoapplicantIncome is 3541.0. The LoanAmount is 131.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>1759</td>
      <td>3541.0</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 & 1759 & 3541.000000 & 131.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1759, 'CoapplicantIncome': 3541.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 131.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 131.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 1759 dollars and his co-applicant earns 3541.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
478,Male,LP002201,Male,Yes,2,Graduate,Yes,9323,7873.0,380.0,300.0,1.0,Rural,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is Yes, ApplicantIncome is 9323, CoapplicantIncome is 7873.0, LoanAmount is 380.0, Loan_Amount_Term is 300.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 9323
 - CoapplicantIncome : 7873.0
 - LoanAmount : 380.0
 - Loan_Amount_Term : 300.0
 - 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 Yes. The ApplicantIncome is 9323. The CoapplicantIncome is 7873.0. The LoanAmount is 380.0. The Loan_Amount_Term is 300.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>9323</td>
      <td>7873.0</td>
      <td>380.0</td>
      <td>300.0</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 & Yes & 9323 & 7873.000000 & 380.000000 & 300.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 9323, 'CoapplicantIncome': 7873.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 380.0, 'Loan_Amount_Term': 300.0, 'Married': 'Yes', 'Property_Area': 'Rural', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 380.0 dollars for 25.0 months. He has a credit history. He is a graduate and is self employed. He earns 9323 dollars and his co-applicant earns 7873.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
479,Male,LP001282,Male,Yes,0,Graduate,No,2500,2118.0,104.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 2500, CoapplicantIncome is 2118.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 2500
 - CoapplicantIncome : 2118.0
 - LoanAmount : 104.0
 - 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 2500. The CoapplicantIncome is 2118.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>2118.0</td>
      <td>104.0</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 & 2500 & 2118.000000 & 104.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 2500, 'CoapplicantIncome': 2118.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 104.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 2500 dollars and his co-applicant earns 2118.0 dollars. He has no person that he is liable to provide maintenance for. He lives in semiurban area.
480,Male,LP002472,Male,No,2,Graduate,No,4354,0.0,136.0,360.0,1.0,Rural,Y,"Gender is Male, Married is No, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 4354, CoapplicantIncome is 0.0, LoanAmount is 136.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Rural","- Gender : Male
 - Married : No
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4354
 - CoapplicantIncome : 0.0
 - LoanAmount : 136.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Rural",The Gender is Male. The Married is No. The Dependents is 2. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4354. The CoapplicantIncome is 0.0. The LoanAmount is 136.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Rural,"<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>2</td>
      <td>Graduate</td>
      <td>No</td>
      <td>4354</td>
      <td>0.0</td>
      <td>136.0</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 & 2 & Graduate & No & 4354 & 0.000000 & 136.000000 & 360.000000 & 1.000000 & Rural \\
\end{tabular}
","{'ApplicantIncome': 4354, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 136.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Rural', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 136.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4354 dollars. He has 2 people that he is liable to provide maintenance for. He lives in rural area.
481,Male,LP002097,Male,No,1,Graduate,No,4384,1793.0,117.0,360.0,1.0,Urban,Y,"Gender is Male, Married is No, Dependents is 1, Education is Graduate, Self_Employed is No, ApplicantIncome is 4384, CoapplicantIncome is 1793.0, LoanAmount is 117.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : No
 - Dependents : 1
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4384
 - CoapplicantIncome : 1793.0
 - LoanAmount : 117.0
 - Loan_Amount_Term : 360.0
 - Credit_History : 1.0
 - Property_Area : Urban",The Gender is Male. The Married is No. The Dependents is 1. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 4384. The CoapplicantIncome is 1793.0. The LoanAmount is 117.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Graduate</td>
      <td>No</td>
      <td>4384</td>
      <td>1793.0</td>
      <td>117.0</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 & 1 & Graduate & No & 4384 & 1793.000000 & 117.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 4384, 'CoapplicantIncome': 1793.0, 'Credit_History': 1.0, 'Dependents': '1', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 117.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried male individual is applying for a loan of 117.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 4384 dollars and his co-applicant earns 1793.0 dollars. He has 1 person that he is liable to provide maintenance for. He lives in urban area.
482,Male,LP001716,Male,Yes,0,Graduate,No,3173,3021.0,137.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3173, CoapplicantIncome is 3021.0, LoanAmount is 137.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3173
 - CoapplicantIncome : 3021.0
 - LoanAmount : 137.0
 - 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 3173. The CoapplicantIncome is 3021.0. The LoanAmount is 137.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3173</td>
      <td>3021.0</td>
      <td>137.0</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 & 3173 & 3021.000000 & 137.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3173, 'CoapplicantIncome': 3021.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 137.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 137.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 3173 dollars and his co-applicant earns 3021.0 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
483,Male,LP002500,Male,Yes,3+,Not Graduate,No,2947,1664.0,70.0,180.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 3+, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 2947, CoapplicantIncome is 1664.0, LoanAmount is 70.0, Loan_Amount_Term is 180.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 3+
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 2947
 - CoapplicantIncome : 1664.0
 - LoanAmount : 70.0
 - Loan_Amount_Term : 180.0
 - Credit_History : 0.0
 - Property_Area : Urban",The Gender is Male. The Married is Yes. The Dependents is 3+. The Education is Not Graduate. The Self_Employed is No. The ApplicantIncome is 2947. The CoapplicantIncome is 1664.0. The LoanAmount is 70.0. The Loan_Amount_Term is 180.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>2947</td>
      <td>1664.0</td>
      <td>70.0</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 & Yes & 3+ & Not Graduate & No & 2947 & 1664.000000 & 70.000000 & 180.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 2947, 'CoapplicantIncome': 1664.0, 'Credit_History': 0.0, 'Dependents': '3+', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 70.0, 'Loan_Amount_Term': 180.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 70.0 dollars for 15.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 2947 dollars and his co-applicant earns 1664.0 dollars. He has 3+ people that he is liable to provide maintenance for. He lives in urban area.
484,Female,LP001430,Female,No,0,Graduate,No,4166,0.0,44.0,360.0,1.0,Semiurban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 4166, CoapplicantIncome is 0.0, LoanAmount is 44.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 4166
 - CoapplicantIncome : 0.0
 - LoanAmount : 44.0
 - 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 4166. The CoapplicantIncome is 0.0. The LoanAmount is 44.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>4166</td>
      <td>0.0</td>
      <td>44.0</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 & 4166 & 0.000000 & 44.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 4166, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 44.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 44.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 4166 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
485,Male,LP001043,Male,Yes,0,Not Graduate,No,7660,0.0,104.0,360.0,0.0,Urban,N,"Gender is Male, Married is Yes, Dependents is 0, Education is Not Graduate, Self_Employed is No, ApplicantIncome is 7660, CoapplicantIncome is 0.0, LoanAmount is 104.0, Loan_Amount_Term is 360.0, Credit_History is 0.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 0
 - Education : Not Graduate
 - Self_Employed : No
 - ApplicantIncome : 7660
 - CoapplicantIncome : 0.0
 - 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 Not Graduate. The Self_Employed is No. The ApplicantIncome is 7660. The CoapplicantIncome is 0.0. The LoanAmount is 104.0. The Loan_Amount_Term is 360.0. The Credit_History is 0.0. The Property_Area is Urban,"<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>7660</td>
      <td>0.0</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 & Not Graduate & No & 7660 & 0.000000 & 104.000000 & 360.000000 & 0.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 7660, 'CoapplicantIncome': 0.0, 'Credit_History': 0.0, 'Dependents': '0', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 104.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 104.0 dollars for 30.0 months. He does not have a credit history. He is not a graduate and is not self employed. He earns 7660 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.
486,Male,LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875.0,97.0,360.0,1.0,Semiurban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Not Graduate, Self_Employed is Yes, ApplicantIncome is 1875, CoapplicantIncome is 1875.0, LoanAmount is 97.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Not Graduate
 - Self_Employed : Yes
 - ApplicantIncome : 1875
 - CoapplicantIncome : 1875.0
 - 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 Not Graduate. The Self_Employed is Yes. The ApplicantIncome is 1875. The CoapplicantIncome is 1875.0. The LoanAmount is 97.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>Yes</td>
      <td>1875</td>
      <td>1875.0</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 & Not Graduate & Yes & 1875 & 1875.000000 & 97.000000 & 360.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 1875, 'CoapplicantIncome': 1875.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Not Graduate', 'Gender': 'Male', 'LoanAmount': 97.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Semiurban', 'Self_Employed': 'Yes'}",A married male individual is applying for a loan of 97.0 dollars for 30.0 months. He has a credit history. He is not a graduate and is self employed. He earns 1875 dollars and his co-applicant earns 1875.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in semiurban area.
487,Male,LP001369,Male,Yes,2,Graduate,No,11417,1126.0,225.0,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is 2, Education is Graduate, Self_Employed is No, ApplicantIncome is 11417, CoapplicantIncome is 1126.0, LoanAmount is 225.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : 2
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 11417
 - CoapplicantIncome : 1126.0
 - LoanAmount : 225.0
 - 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 11417. The CoapplicantIncome is 1126.0. The LoanAmount is 225.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>11417</td>
      <td>1126.0</td>
      <td>225.0</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 & 11417 & 1126.000000 & 225.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 11417, 'CoapplicantIncome': 1126.0, 'Credit_History': 1.0, 'Dependents': '2', 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': 225.0, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of 225.0 dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 11417 dollars and his co-applicant earns 1126.0 dollars. He has 2 people that he is liable to provide maintenance for. He lives in urban area.
488,Female,LP001888,Female,No,0,Graduate,No,3237,0.0,30.0,360.0,1.0,Urban,Y,"Gender is Female, Married is No, Dependents is 0, Education is Graduate, Self_Employed is No, ApplicantIncome is 3237, CoapplicantIncome is 0.0, LoanAmount is 30.0, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Female
 - Married : No
 - Dependents : 0
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 3237
 - CoapplicantIncome : 0.0
 - LoanAmount : 30.0
 - 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 3237. The CoapplicantIncome is 0.0. The LoanAmount is 30.0. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>3237</td>
      <td>0.0</td>
      <td>30.0</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 & 3237 & 0.000000 & 30.000000 & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 3237, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': '0', 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': 30.0, 'Loan_Amount_Term': 360.0, 'Married': 'No', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A unmarried female individual is applying for a loan of 30.0 dollars for 30.0 months. She has a credit history. She is a graduate and is not self employed. She earns 3237 dollars. She has no person that she is liable to provide maintenance for. She lives in urban area.
489,Female,LP002393,Female,,,Graduate,No,10047,0.0,,240.0,1.0,Semiurban,Y,"Gender is Female, Married is None, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 10047, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 240.0, Credit_History is 1.0, Property_Area is Semiurban","- Gender : Female
 - Married : None
 - Dependents : None
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 10047
 - CoapplicantIncome : 0.0
 - LoanAmount : None
 - Loan_Amount_Term : 240.0
 - Credit_History : 1.0
 - Property_Area : Semiurban",The Gender is Female. The Married is None. The Dependents is None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 10047. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 240.0. The Credit_History is 1.0. The Property_Area is Semiurban,"<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>None</td>
      <td>None</td>
      <td>Graduate</td>
      <td>No</td>
      <td>10047</td>
      <td>0.0</td>
      <td>None</td>
      <td>240.0</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 & Female & None & None & Graduate & No & 10047 & 0.000000 & None & 240.000000 & 1.000000 & Semiurban \\
\end{tabular}
","{'ApplicantIncome': 10047, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Female', 'LoanAmount': None, 'Loan_Amount_Term': 240.0, 'Married': None, 'Property_Area': 'Semiurban', 'Self_Employed': 'No'}",A person with unknown marital status female individual is applying for a loan of None dollars for 20.0 months. She has a credit history. She is a graduate and is not self employed. She earns 10047 dollars. She has no person that she is liable to provide maintenance for. She lives in semiurban area.
490,Male,LP001350,Male,Yes,,Graduate,No,13650,0.0,,360.0,1.0,Urban,Y,"Gender is Male, Married is Yes, Dependents is None, Education is Graduate, Self_Employed is No, ApplicantIncome is 13650, CoapplicantIncome is 0.0, LoanAmount is None, Loan_Amount_Term is 360.0, Credit_History is 1.0, Property_Area is Urban","- Gender : Male
 - Married : Yes
 - Dependents : None
 - Education : Graduate
 - Self_Employed : No
 - ApplicantIncome : 13650
 - CoapplicantIncome : 0.0
 - 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 None. The Education is Graduate. The Self_Employed is No. The ApplicantIncome is 13650. The CoapplicantIncome is 0.0. The LoanAmount is None. The Loan_Amount_Term is 360.0. The Credit_History is 1.0. The Property_Area is Urban,"<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>Graduate</td>
      <td>No</td>
      <td>13650</td>
      <td>0.0</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 & None & Graduate & No & 13650 & 0.000000 & None & 360.000000 & 1.000000 & Urban \\
\end{tabular}
","{'ApplicantIncome': 13650, 'CoapplicantIncome': 0.0, 'Credit_History': 1.0, 'Dependents': None, 'Education': 'Graduate', 'Gender': 'Male', 'LoanAmount': None, 'Loan_Amount_Term': 360.0, 'Married': 'Yes', 'Property_Area': 'Urban', 'Self_Employed': 'No'}",A married male individual is applying for a loan of None dollars for 30.0 months. He has a credit history. He is a graduate and is not self employed. He earns 13650 dollars. He has no person that he is liable to provide maintenance for. He lives in urban area.