Unnamed: 0,sex,amnt req,amnt grnt,ration,maturity,assets val,dec profit,xperience,educatn,age,collateral,locatn,guarantor,relatnshp,purpose,sector,savings,target,great,list,text,html,latex,json,LIFT
1,1,1000,1000,0,30.0,3000,600.0,6.0,2,35,3000,0,0,0,1,1,0,Yes,"sex is 1, amnt req is 1000, maturity is 30.0, assets val is 3000, dec profit is 600.0, xperience is 6.0, educatn is 2, age is 35, collateral is 3000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 1, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 30.0
 - assets val : 3000
 - dec profit : 600.0
 - xperience : 6.0
 - educatn : 2
 - age : 35
 - collateral : 3000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 1
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 30.0. The assets val is 3000. The dec profit is 600.0. The xperience is 6.0. The educatn is 2. The age is 35. The collateral is 3000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 1. The savings is 0,"<table border=""1"" class=""dataframe"">
  <thead>
    <tr style=""text-align: right;"">
      <th></th>
      <th>sex</th>
      <th>amnt req</th>
      <th>maturity</th>
      <th>assets val</th>
      <th>dec profit</th>
      <th>xperience</th>
      <th>educatn</th>
      <th>age</th>
      <th>collateral</th>
      <th>locatn</th>
      <th>guarantor</th>
      <th>relatnshp</th>
      <th>purpose</th>
      <th>sector</th>
      <th>savings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>1000</td>
      <td>30.0</td>
      <td>3000</td>
      <td>600.0</td>
      <td>6.0</td>
      <td>2</td>
      <td>35</td>
      <td>3000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrrrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 1000 & 30.000000 & 3000 & 600.000000 & 6.000000 & 2 & 35 & 3000 & 0 & 0 & 0 & 1 & 1 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 1000, 'assets val': 3000, 'collateral': 3000, 'dec profit': 600.0, 'educatn': 2, 'guarantor': 0, 'locatn': 0, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 1, 'sex': 1, 'xperience': 6.0}",A 35-year-old male is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 30.0 years. His assets value is 3000 cedis and his declared profits (after tax) is 600.0 cedis. His educational background is secondary and the number of years that he has been in business is 6.0. He did not provide any guarantor and this is not his first time requesting for a loan at the bank. He does not have non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 3000 cedis.
0,0,2000,2000,0,36.0,4000,500.0,3.0,1,28,900,0,0,1,0,1,0,Yes,"sex is 0, amnt req is 2000, maturity is 36.0, assets val is 4000, dec profit is 500.0, xperience is 3.0, educatn is 1, age is 28, collateral is 900, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 2000
 - maturity : 36.0
 - assets val : 4000
 - dec profit : 500.0
 - xperience : 3.0
 - educatn : 1
 - age : 28
 - collateral : 900
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 2000. The maturity is 36.0. The assets val is 4000. The dec profit is 500.0. The xperience is 3.0. The educatn is 1. The age is 28. The collateral is 900. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 1. The savings is 0,"<table border=""1"" class=""dataframe"">
  <thead>
    <tr style=""text-align: right;"">
      <th></th>
      <th>sex</th>
      <th>amnt req</th>
      <th>maturity</th>
      <th>assets val</th>
      <th>dec profit</th>
      <th>xperience</th>
      <th>educatn</th>
      <th>age</th>
      <th>collateral</th>
      <th>locatn</th>
      <th>guarantor</th>
      <th>relatnshp</th>
      <th>purpose</th>
      <th>sector</th>
      <th>savings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>2000</td>
      <td>36.0</td>
      <td>4000</td>
      <td>500.0</td>
      <td>3.0</td>
      <td>1</td>
      <td>28</td>
      <td>900</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrrrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 2000 & 36.000000 & 4000 & 500.000000 & 3.000000 & 1 & 28 & 900 & 0 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 28, 'amnt req': 2000, 'assets val': 4000, 'collateral': 900, 'dec profit': 500.0, 'educatn': 1, 'guarantor': 0, 'locatn': 0, 'maturity': 36.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 3.0}",A 28-year-old female is applying for a loan of 2000 cedis. The applicant works in commerce sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 36.0 years. Her assets value is 4000 cedis and her declared profits (after tax) is 500.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 3.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She does not have non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 900 cedis.
4,1,2000,2000,0,60.0,2800,320.0,12.0,3,42,2000,0,0,0,1,5,0,Yes,"sex is 1, amnt req is 2000, maturity is 60.0, assets val is 2800, dec profit is 320.0, xperience is 12.0, educatn is 3, age is 42, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 0, purpose is 1, sector is 5, savings is 0","- sex : 1
 - amnt req : 2000
 - maturity : 60.0
 - assets val : 2800
 - dec profit : 320.0
 - xperience : 12.0
 - educatn : 3
 - age : 42
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 0
 - purpose : 1
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 2000. The maturity is 60.0. The assets val is 2800. The dec profit is 320.0. The xperience is 12.0. The educatn is 3. The age is 42. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 0. The purpose is 1. The sector is 5. The savings is 0,"<table border=""1"" class=""dataframe"">
  <thead>
    <tr style=""text-align: right;"">
      <th></th>
      <th>sex</th>
      <th>amnt req</th>
      <th>maturity</th>
      <th>assets val</th>
      <th>dec profit</th>
      <th>xperience</th>
      <th>educatn</th>
      <th>age</th>
      <th>collateral</th>
      <th>locatn</th>
      <th>guarantor</th>
      <th>relatnshp</th>
      <th>purpose</th>
      <th>sector</th>
      <th>savings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>2000</td>
      <td>60.0</td>
      <td>2800</td>
      <td>320.0</td>
      <td>12.0</td>
      <td>3</td>
      <td>42</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrrrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 2000 & 60.000000 & 2800 & 320.000000 & 12.000000 & 3 & 42 & 2000 & 0 & 0 & 0 & 1 & 5 & 0 \\
\end{tabular}
","{'age': 42, 'amnt req': 2000, 'assets val': 2800, 'collateral': 2000, 'dec profit': 320.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 60.0, 'purpose': 1, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 12.0}",A 42-year-old male is applying for a loan of 2000 cedis. The applicant works in service sector and the purpose of the loan is not related to his business. The maturity period of the requested loan is 60.0 years. His assets value is 2800 cedis and his declared profits (after tax) is 320.0 cedis. His educational background is primary and the number of years that he has been in business is 12.0. He did not provide any guarantor and this is not his first time requesting for a loan at the bank. He does not have non-mandatory savings with the bank. He does not resides or have his business close to the bank. The value of his collateral is 2000 cedis.
2,0,5000,3000,1,40.0,7000,1350.0,5.0,3,35,2000,0,0,1,1,4,0,No,"sex is 0, amnt req is 5000, maturity is 40.0, assets val is 7000, dec profit is 1350.0, xperience is 5.0, educatn is 3, age is 35, collateral is 2000, locatn is 0, guarantor is 0, relatnshp is 1, purpose is 1, sector is 4, savings is 0","- sex : 0
 - amnt req : 5000
 - maturity : 40.0
 - assets val : 7000
 - dec profit : 1350.0
 - xperience : 5.0
 - educatn : 3
 - age : 35
 - collateral : 2000
 - locatn : 0
 - guarantor : 0
 - relatnshp : 1
 - purpose : 1
 - sector : 4
 - savings : 0",The sex is 0. The amnt req is 5000. The maturity is 40.0. The assets val is 7000. The dec profit is 1350.0. The xperience is 5.0. The educatn is 3. The age is 35. The collateral is 2000. The locatn is 0. The guarantor is 0. The relatnshp is 1. The purpose is 1. The sector is 4. The savings is 0,"<table border=""1"" class=""dataframe"">
  <thead>
    <tr style=""text-align: right;"">
      <th></th>
      <th>sex</th>
      <th>amnt req</th>
      <th>maturity</th>
      <th>assets val</th>
      <th>dec profit</th>
      <th>xperience</th>
      <th>educatn</th>
      <th>age</th>
      <th>collateral</th>
      <th>locatn</th>
      <th>guarantor</th>
      <th>relatnshp</th>
      <th>purpose</th>
      <th>sector</th>
      <th>savings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>5000</td>
      <td>40.0</td>
      <td>7000</td>
      <td>1350.0</td>
      <td>5.0</td>
      <td>3</td>
      <td>35</td>
      <td>2000</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrrrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 5000 & 40.000000 & 7000 & 1350.000000 & 5.000000 & 3 & 35 & 2000 & 0 & 0 & 1 & 1 & 4 & 0 \\
\end{tabular}
","{'age': 35, 'amnt req': 5000, 'assets val': 7000, 'collateral': 2000, 'dec profit': 1350.0, 'educatn': 3, 'guarantor': 0, 'locatn': 0, 'maturity': 40.0, 'purpose': 1, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 0, 'xperience': 5.0}",A 35-year-old female is applying for a loan of 5000 cedis. The applicant works in agriculture sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 40.0 years. Her assets value is 7000 cedis and her declared profits (after tax) is 1350.0 cedis. Her educational background is primary and the number of years that she has been in business is 5.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She does not have non-mandatory savings with the bank. She does not resides or have her business close to the bank. The value of her collateral is 2000 cedis.
6,1,1000,500,1,60.0,1000,120.0,8.0,3,56,1000,1,0,0,0,5,0,No,"sex is 1, amnt req is 1000, maturity is 60.0, assets val is 1000, dec profit is 120.0, xperience is 8.0, educatn is 3, age is 56, collateral is 1000, locatn is 1, guarantor is 0, relatnshp is 0, purpose is 0, sector is 5, savings is 0","- sex : 1
 - amnt req : 1000
 - maturity : 60.0
 - assets val : 1000
 - dec profit : 120.0
 - xperience : 8.0
 - educatn : 3
 - age : 56
 - collateral : 1000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 0
 - purpose : 0
 - sector : 5
 - savings : 0",The sex is 1. The amnt req is 1000. The maturity is 60.0. The assets val is 1000. The dec profit is 120.0. The xperience is 8.0. The educatn is 3. The age is 56. The collateral is 1000. The locatn is 1. The guarantor is 0. The relatnshp is 0. The purpose is 0. The sector is 5. The savings is 0,"<table border=""1"" class=""dataframe"">
  <thead>
    <tr style=""text-align: right;"">
      <th></th>
      <th>sex</th>
      <th>amnt req</th>
      <th>maturity</th>
      <th>assets val</th>
      <th>dec profit</th>
      <th>xperience</th>
      <th>educatn</th>
      <th>age</th>
      <th>collateral</th>
      <th>locatn</th>
      <th>guarantor</th>
      <th>relatnshp</th>
      <th>purpose</th>
      <th>sector</th>
      <th>savings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>1000</td>
      <td>60.0</td>
      <td>1000</td>
      <td>120.0</td>
      <td>8.0</td>
      <td>3</td>
      <td>56</td>
      <td>1000</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrrrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 1000 & 60.000000 & 1000 & 120.000000 & 8.000000 & 3 & 56 & 1000 & 1 & 0 & 0 & 0 & 5 & 0 \\
\end{tabular}
","{'age': 56, 'amnt req': 1000, 'assets val': 1000, 'collateral': 1000, 'dec profit': 120.0, 'educatn': 3, 'guarantor': 0, 'locatn': 1, 'maturity': 60.0, 'purpose': 0, 'relatnshp': 0, 'savings': 0, 'sector': 5, 'sex': 1, 'xperience': 8.0}",A 56-year-old male is applying for a loan of 1000 cedis. The applicant works in service sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 60.0 years. His assets value is 1000 cedis and his declared profits (after tax) is 120.0 cedis. His educational background is primary and the number of years that he has been in business is 8.0. He did not provide any guarantor and this is not his first time requesting for a loan at the bank. He does not have non-mandatory savings with the bank. He resides or have his business close to the bank. The value of his collateral is 1000 cedis.
3,0,1000,1000,0,24.0,2500,590.0,6.0,1,25,20000,1,0,1,0,1,0,Yes,"sex is 0, amnt req is 1000, maturity is 24.0, assets val is 2500, dec profit is 590.0, xperience is 6.0, educatn is 1, age is 25, collateral is 20000, locatn is 1, guarantor is 0, relatnshp is 1, purpose is 0, sector is 1, savings is 0","- sex : 0
 - amnt req : 1000
 - maturity : 24.0
 - assets val : 2500
 - dec profit : 590.0
 - xperience : 6.0
 - educatn : 1
 - age : 25
 - collateral : 20000
 - locatn : 1
 - guarantor : 0
 - relatnshp : 1
 - purpose : 0
 - sector : 1
 - savings : 0",The sex is 0. The amnt req is 1000. The maturity is 24.0. The assets val is 2500. The dec profit is 590.0. The xperience is 6.0. The educatn is 1. The age is 25. The collateral is 20000. The locatn is 1. The guarantor is 0. The relatnshp is 1. The purpose is 0. The sector is 1. The savings is 0,"<table border=""1"" class=""dataframe"">
  <thead>
    <tr style=""text-align: right;"">
      <th></th>
      <th>sex</th>
      <th>amnt req</th>
      <th>maturity</th>
      <th>assets val</th>
      <th>dec profit</th>
      <th>xperience</th>
      <th>educatn</th>
      <th>age</th>
      <th>collateral</th>
      <th>locatn</th>
      <th>guarantor</th>
      <th>relatnshp</th>
      <th>purpose</th>
      <th>sector</th>
      <th>savings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>1000</td>
      <td>24.0</td>
      <td>2500</td>
      <td>590.0</td>
      <td>6.0</td>
      <td>1</td>
      <td>25</td>
      <td>20000</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrrrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 1000 & 24.000000 & 2500 & 590.000000 & 6.000000 & 1 & 25 & 20000 & 1 & 0 & 1 & 0 & 1 & 0 \\
\end{tabular}
","{'age': 25, 'amnt req': 1000, 'assets val': 2500, 'collateral': 20000, 'dec profit': 590.0, 'educatn': 1, 'guarantor': 0, 'locatn': 1, 'maturity': 24.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 1, 'sex': 0, 'xperience': 6.0}",A 25-year-old female is applying for a loan of 1000 cedis. The applicant works in commerce sector and the purpose of the loan is related to her business. The maturity period of the requested loan is 24.0 years. Her assets value is 2500 cedis and her declared profits (after tax) is 590.0 cedis. Her educational background is tertiary and the number of years that she has been in business is 6.0. She did not provide any guarantor and this is her first time requesting for a loan at the bank. She does not have non-mandatory savings with the bank. She resides or have her business close to the bank. The value of her collateral is 20000 cedis.
7,1,12000,10000,1,30.0,10000,560.0,2.0,3,38,9000,1,1,1,0,4,0,No,"sex is 1, amnt req is 12000, maturity is 30.0, assets val is 10000, dec profit is 560.0, xperience is 2.0, educatn is 3, age is 38, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 0, sector is 4, savings is 0","- sex : 1
 - amnt req : 12000
 - maturity : 30.0
 - assets val : 10000
 - dec profit : 560.0
 - xperience : 2.0
 - educatn : 3
 - age : 38
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 0
 - sector : 4
 - savings : 0",The sex is 1. The amnt req is 12000. The maturity is 30.0. The assets val is 10000. The dec profit is 560.0. The xperience is 2.0. The educatn is 3. The age is 38. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 0. The sector is 4. The savings is 0,"<table border=""1"" class=""dataframe"">
  <thead>
    <tr style=""text-align: right;"">
      <th></th>
      <th>sex</th>
      <th>amnt req</th>
      <th>maturity</th>
      <th>assets val</th>
      <th>dec profit</th>
      <th>xperience</th>
      <th>educatn</th>
      <th>age</th>
      <th>collateral</th>
      <th>locatn</th>
      <th>guarantor</th>
      <th>relatnshp</th>
      <th>purpose</th>
      <th>sector</th>
      <th>savings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>12000</td>
      <td>30.0</td>
      <td>10000</td>
      <td>560.0</td>
      <td>2.0</td>
      <td>3</td>
      <td>38</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrrrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 1 & 12000 & 30.000000 & 10000 & 560.000000 & 2.000000 & 3 & 38 & 9000 & 1 & 1 & 1 & 0 & 4 & 0 \\
\end{tabular}
","{'age': 38, 'amnt req': 12000, 'assets val': 10000, 'collateral': 9000, 'dec profit': 560.0, 'educatn': 3, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 0, 'relatnshp': 1, 'savings': 0, 'sector': 4, 'sex': 1, 'xperience': 2.0}",A 38-year-old male is applying for a loan of 12000 cedis. The applicant works in agriculture sector and the purpose of the loan is related to his business. The maturity period of the requested loan is 30.0 years. His assets value is 10000 cedis and his declared profits (after tax) is 560.0 cedis. His educational background is primary and the number of years that he has been in business is 2.0. He provided a guarantor and this is his first time requesting for a loan at the bank. He does not have non-mandatory savings with the bank. He resides or have his business close to the bank. The value of his collateral is 9000 cedis.
5,0,9000,9000,0,30.0,5000,320.0,9.0,4,38,9000,1,1,1,1,1,1,Yes,"sex is 0, amnt req is 9000, maturity is 30.0, assets val is 5000, dec profit is 320.0, xperience is 9.0, educatn is 4, age is 38, collateral is 9000, locatn is 1, guarantor is 1, relatnshp is 1, purpose is 1, sector is 1, savings is 1","- sex : 0
 - amnt req : 9000
 - maturity : 30.0
 - assets val : 5000
 - dec profit : 320.0
 - xperience : 9.0
 - educatn : 4
 - age : 38
 - collateral : 9000
 - locatn : 1
 - guarantor : 1
 - relatnshp : 1
 - purpose : 1
 - sector : 1
 - savings : 1",The sex is 0. The amnt req is 9000. The maturity is 30.0. The assets val is 5000. The dec profit is 320.0. The xperience is 9.0. The educatn is 4. The age is 38. The collateral is 9000. The locatn is 1. The guarantor is 1. The relatnshp is 1. The purpose is 1. The sector is 1. The savings is 1,"<table border=""1"" class=""dataframe"">
  <thead>
    <tr style=""text-align: right;"">
      <th></th>
      <th>sex</th>
      <th>amnt req</th>
      <th>maturity</th>
      <th>assets val</th>
      <th>dec profit</th>
      <th>xperience</th>
      <th>educatn</th>
      <th>age</th>
      <th>collateral</th>
      <th>locatn</th>
      <th>guarantor</th>
      <th>relatnshp</th>
      <th>purpose</th>
      <th>sector</th>
      <th>savings</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>9000</td>
      <td>30.0</td>
      <td>5000</td>
      <td>320.0</td>
      <td>9.0</td>
      <td>4</td>
      <td>38</td>
      <td>9000</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
  </tbody>
</table>","\begin{tabular}{lrrrrrrrrrrrrrrr}
 & sex & amnt req & maturity & assets val & dec profit & xperience & educatn & age & collateral & locatn & guarantor & relatnshp & purpose & sector & savings \\
0 & 0 & 9000 & 30.000000 & 5000 & 320.000000 & 9.000000 & 4 & 38 & 9000 & 1 & 1 & 1 & 1 & 1 & 1 \\
\end{tabular}
","{'age': 38, 'amnt req': 9000, 'assets val': 5000, 'collateral': 9000, 'dec profit': 320.0, 'educatn': 4, 'guarantor': 1, 'locatn': 1, 'maturity': 30.0, 'purpose': 1, 'relatnshp': 1, 'savings': 1, 'sector': 1, 'sex': 0, 'xperience': 9.0}",A 38-year-old female is applying for a loan of 9000 cedis. The applicant works in commerce sector and the purpose of the loan is not related to her business. The maturity period of the requested loan is 30.0 years. Her assets value is 5000 cedis and her declared profits (after tax) is 320.0 cedis. Her educational background is illiterate and the number of years that she has been in business is 9.0. She provided a guarantor and this is her first time requesting for a loan at the bank. She has non-mandatory savings with the bank. She resides or have her business close to the bank. The value of her collateral is 9000 cedis.